feat: 区分 Anthropic 5m/1h 缓存创建 token 的差异化计费

Anthropic API 的 cache_creation 对象区分了 ephemeral_5m 和 ephemeral_1h
两种缓存创建 token，1h 单价远高于 5m（如 claude-3-5-haiku: 5m=$1/MTok,
1h=$6/MTok）。此前系统统一按 5m 单价计费，导致计费偏低。

后端：
- pricing_service: 加载 LiteLLM 的 cache_creation_input_token_cost_above_1hr
- billing_service: GetModelPricing 启用分类计费（安全守卫 1h>5m），
  CalculateCost 按 5m/1h 分别计费，无明细时回退到 5m 单价
- gateway_service: parseSSEUsage/handleNonStreamingResponse 用 gjson
  提取嵌套 cache_creation 对象的 ephemeral_5m/1h_input_tokens
- antigravity_gateway_service: extractSSEUsage/extractClaudeUsage 同步提取
- usage_log: 修复 GORM column tag 确保写入正确的数据库列
- 新增迁移 054: 删除 GORM 自动生成的重复列

前端：
- 使用记录 tooltip 展示 5m/1h 缓存创建明细（带彩色 badge 区分）
- 表格单元格缓存写入数值旁显示 1h 标识

.github/workflows/security-scan.yml

@@ -32,7 +32,7 @@ jobs:
         working-directory: backend
         run: |
           go install github.com/securego/gosec/v2/cmd/gosec@latest
-          gosec -severity high -confidence high ./...
+          gosec -conf .gosec.json -severity high -confidence high ./...
 
   frontend-security:
     runs-on: ubuntu-latest

DEV_GUIDE.md

@@ -0,0 +1,323 @@
+# sub2api 项目开发指南
+
+> 本文档记录项目环境配置、常见坑点和注意事项，供 Claude Code 和团队成员参考。
+
+## 一、项目基本信息
+
+| 项目 | 说明 |
+|------|------|
+| **上游仓库** | Wei-Shaw/sub2api |
+| **Fork 仓库** | bayma888/sub2api-bmai |
+| **技术栈** | Go 后端 (Ent ORM + Gin) + Vue3 前端 (pnpm) |
+| **数据库** | PostgreSQL 16 + Redis |
+| **包管理** | 后端: go modules, 前端: **pnpm**（不是 npm） |
+
+## 二、本地环境配置
+
+### PostgreSQL 16 (Windows 服务)
+
+| 配置项 | 值 |
+|--------|-----|
+| 端口 | 5432 |
+| psql 路径 | `C:\Program Files\PostgreSQL\16\bin\psql.exe` |
+| pg_hba.conf | `C:\Program Files\PostgreSQL\16\data\pg_hba.conf` |
+| 数据库凭据 | user=`sub2api`, password=`sub2api`, dbname=`sub2api` |
+| 超级用户 | user=`postgres`, password=`postgres` |
+
+### Redis
+
+| 配置项 | 值 |
+|--------|-----|
+| 端口 | 6379 |
+| 密码 | 无 |
+
+### 开发工具
+
+```bash
+# golangci-lint v2.7
+go install github.com/golangci/golangci-lint/v2/cmd/golangci-lint@v2.7
+
+# pnpm (前端包管理)
+npm install -g pnpm
+```
+
+## 三、CI/CD 流水线
+
+### GitHub Actions Workflows
+
+| Workflow | 触发条件 | 检查内容 |
+|----------|----------|----------|
+| **backend-ci.yml** | push, pull_request | 单元测试 + 集成测试 + golangci-lint v2.7 |
+| **security-scan.yml** | push, pull_request, 每周一 | govulncheck + gosec + pnpm audit |
+| **release.yml** | tag `v*` | 构建发布（PR 不触发） |
+
+### CI 要求
+
+- Go 版本必须是 **1.25.7**
+- 前端使用 `pnpm install --frozen-lockfile`，必须提交 `pnpm-lock.yaml`
+
+### 本地测试命令
+
+```bash
+# 后端单元测试
+cd backend && go test -tags=unit ./...
+
+# 后端集成测试
+cd backend && go test -tags=integration ./...
+
+# 代码质量检查
+cd backend && golangci-lint run ./...
+
+# 前端依赖安装（必须用 pnpm）
+cd frontend && pnpm install
+```
+
+## 四、常见坑点 & 解决方案
+
+### 坑 1：pnpm-lock.yaml 必须同步提交
+
+**问题**：`package.json` 新增依赖后，CI 的 `pnpm install --frozen-lockfile` 失败。
+
+**原因**：上游 CI 使用 pnpm，lock 文件不同步会报错。
+
+**解决**：
+```bash
+cd frontend
+pnpm install  # 更新 pnpm-lock.yaml
+git add pnpm-lock.yaml
+git commit -m "chore: update pnpm-lock.yaml"
+```
+
+---
+
+### 坑 2：npm 和 pnpm 的 node_modules 冲突
+
+**问题**：之前用 npm 装过 `node_modules`，pnpm install 报 `EPERM` 错误。
+
+**解决**：
+```bash
+cd frontend
+rm -rf node_modules  # 或 PowerShell: Remove-Item -Recurse -Force node_modules
+pnpm install
+```
+
+---
+
+### 坑 3：PowerShell 中 bcrypt hash 的 `$` 被转义
+
+**问题**：bcrypt hash 格式如 `$2a$10$xxx...`，PowerShell 把 `$2a` 当变量解析，导致数据丢失。
+
+**解决**：将 SQL 写入文件，用 `psql -f` 执行：
+```bash
+# 错误示范（PowerShell 会吃掉 $）
+psql -c "INSERT INTO users ... VALUES ('$2a$10$...')"
+
+# 正确做法
+echo "INSERT INTO users ... VALUES ('\$2a\$10\$...')" > temp.sql
+psql -U sub2api -h 127.0.0.1 -d sub2api -f temp.sql
+```
+
+---
+
+### 坑 4：psql 不支持中文路径
+
+**问题**：`psql -f "D:\中文路径\file.sql"` 报错找不到文件。
+
+**解决**：复制到纯英文路径再执行：
+```bash
+cp "D:\中文路径\file.sql" "C:\temp.sql"
+psql -f "C:\temp.sql"
+```
+
+---
+
+### 坑 5：PostgreSQL 密码重置流程
+
+**场景**：忘记 PostgreSQL 密码。
+
+**步骤**：
+1. 修改 `C:\Program Files\PostgreSQL\16\data\pg_hba.conf`
+   ```
+   # 将 scram-sha-256 改为 trust
+   host    all    all    127.0.0.1/32    trust
+   ```
+2. 重启 PostgreSQL 服务
+   ```powershell
+   Restart-Service postgresql-x64-16
+   ```
+3. 无密码登录并重置
+   ```bash
+   psql -U postgres -h 127.0.0.1
+   ALTER USER sub2api WITH PASSWORD 'sub2api';
+   ALTER USER postgres WITH PASSWORD 'postgres';
+   ```
+4. 改回 `scram-sha-256` 并重启
+
+---
+
+### 坑 6：Go interface 新增方法后 test stub 必须补全
+
+**问题**：给 interface 新增方法后，编译报错 `does not implement interface (missing method XXX)`。
+
+**原因**：所有测试文件中实现该 interface 的 stub/mock 都必须补上新方法。
+
+**解决**：
+```bash
+# 搜索所有实现该 interface 的 struct
+cd backend
+grep -r "type.*Stub.*struct" internal/
+grep -r "type.*Mock.*struct" internal/
+
+# 逐一补全新方法
+```
+
+---
+
+### 坑 7：Windows 上 psql 连 localhost 的 IPv6 问题
+
+**问题**：psql 连 `localhost` 先尝试 IPv6 (::1)，可能报错后再回退 IPv4。
+
+**建议**：直接用 `127.0.0.1` 代替 `localhost`。
+
+---
+
+### 坑 8：Windows 没有 make 命令
+
+**问题**：CI 里用 `make test-unit`，本地 Windows 没有 make。
+
+**解决**：直接用 Makefile 里的原始命令：
+```bash
+# 代替 make test-unit
+go test -tags=unit ./...
+
+# 代替 make test-integration
+go test -tags=integration ./...
+```
+
+---
+
+### 坑 9：Ent Schema 修改后必须重新生成
+
+**问题**：修改 `ent/schema/*.go` 后，代码不生效。
+
+**解决**：
+```bash
+cd backend
+go generate ./ent  # 重新生成 ent 代码
+git add ent/       # 生成的文件也要提交
+```
+
+---
+
+### 坑 10：PR 提交前检查清单
+
+提交 PR 前务必本地验证：
+
+- [ ] `go test -tags=unit ./...` 通过
+- [ ] `go test -tags=integration ./...` 通过
+- [ ] `golangci-lint run ./...` 无新增问题
+- [ ] `pnpm-lock.yaml` 已同步（如果改了 package.json）
+- [ ] 所有 test stub 补全新接口方法（如果改了 interface）
+- [ ] Ent 生成的代码已提交（如果改了 schema）
+
+## 五、常用命令速查
+
+### 数据库操作
+
+```bash
+# 连接数据库
+psql -U sub2api -h 127.0.0.1 -d sub2api
+
+# 查看所有用户
+psql -U postgres -h 127.0.0.1 -c "\du"
+
+# 查看所有数据库
+psql -U postgres -h 127.0.0.1 -c "\l"
+
+# 执行 SQL 文件
+psql -U sub2api -h 127.0.0.1 -d sub2api -f migration.sql
+```
+
+### Git 操作
+
+```bash
+# 同步上游
+git fetch upstream
+git checkout main
+git merge upstream/main
+git push origin main
+
+# 创建功能分支
+git checkout -b feature/xxx
+
+# Rebase 到最新 main
+git fetch upstream
+git rebase upstream/main
+```
+
+### 前端操作
+
+```bash
+# 安装依赖（必须用 pnpm）
+cd frontend
+pnpm install
+
+# 开发服务器
+pnpm dev
+
+# 构建
+pnpm build
+```
+
+### 后端操作
+
+```bash
+# 运行服务器
+cd backend
+go run ./cmd/server/
+
+# 生成 Ent 代码
+go generate ./ent
+
+# 运行测试
+go test -tags=unit ./...
+go test -tags=integration ./...
+
+# Lint 检查
+golangci-lint run ./...
+```
+
+## 六、项目结构速览
+
+```
+sub2api-bmai/
+├── backend/
+│   ├── cmd/server/          # 主程序入口
+│   ├── ent/                 # Ent ORM 生成代码
+│   │   └── schema/          # 数据库 Schema 定义
+│   ├── internal/
+│   │   ├── handler/         # HTTP 处理器
+│   │   ├── service/         # 业务逻辑
+│   │   ├── repository/      # 数据访问层
+│   │   └── server/          # 服务器配置
+│   ├── migrations/          # 数据库迁移脚本
+│   └── config.yaml          # 配置文件
+├── frontend/
+│   ├── src/
+│   │   ├── api/             # API 调用
+│   │   ├── components/      # Vue 组件
+│   │   ├── views/           # 页面视图
+│   │   ├── types/           # TypeScript 类型
+│   │   └── i18n/            # 国际化
+│   ├── package.json         # 依赖配置
+│   └── pnpm-lock.yaml       # pnpm 锁文件（必须提交）
+└── .claude/
+    └── CLAUDE.md            # 本文档
+```
+
+## 七、参考资源
+
+- [上游仓库](https://github.com/Wei-Shaw/sub2api)
+- [Ent 文档](https://entgo.io/docs/getting-started)
+- [Vue3 文档](https://vuejs.org/)
+- [pnpm 文档](https://pnpm.io/)

backend/.gosec.json

@@ -0,0 +1,5 @@
+{
+  "global": {
+    "exclude": "G704"
+  }
+}

backend/cmd/server/VERSION

@@ -1 +1 @@
-0.1.70
+0.1.76

backend/cmd/server/wire_gen.go

@@ -102,7 +102,9 @@ func initializeApplication(buildInfo handler.BuildInfo) (*Application, error) {
 	proxyExitInfoProber := repository.NewProxyExitInfoProber(configConfig)
 	proxyLatencyCache := repository.NewProxyLatencyCache(redisClient)
 	adminService := service.NewAdminService(userRepository, groupRepository, accountRepository, proxyRepository, apiKeyRepository, redeemCodeRepository, userGroupRateRepository, billingCacheService, proxyExitInfoProber, proxyLatencyCache, apiKeyAuthCacheInvalidator)
-	adminUserHandler := admin.NewUserHandler(adminService)
+	concurrencyCache := repository.ProvideConcurrencyCache(redisClient, configConfig)
+	concurrencyService := service.ProvideConcurrencyService(concurrencyCache, accountRepository, configConfig)
+	adminUserHandler := admin.NewUserHandler(adminService, concurrencyService)
 	groupHandler := admin.NewGroupHandler(adminService)
 	claudeOAuthClient := repository.NewClaudeOAuthClient()
 	oAuthService := service.NewOAuthService(proxyRepository, claudeOAuthClient)
@@ -126,13 +128,11 @@ func initializeApplication(buildInfo handler.BuildInfo) (*Application, error) {
 	accountUsageService := service.NewAccountUsageService(accountRepository, usageLogRepository, claudeUsageFetcher, geminiQuotaService, antigravityQuotaFetcher, usageCache, identityCache)
 	geminiTokenProvider := service.NewGeminiTokenProvider(accountRepository, geminiTokenCache, geminiOAuthService)
 	gatewayCache := repository.NewGatewayCache(redisClient)
-	antigravityTokenProvider := service.NewAntigravityTokenProvider(accountRepository, geminiTokenCache, antigravityOAuthService)
 	schedulerOutboxRepository := repository.NewSchedulerOutboxRepository(db)
 	schedulerSnapshotService := service.ProvideSchedulerSnapshotService(schedulerCache, schedulerOutboxRepository, accountRepository, groupRepository, configConfig)
+	antigravityTokenProvider := service.NewAntigravityTokenProvider(accountRepository, geminiTokenCache, antigravityOAuthService)
 	antigravityGatewayService := service.NewAntigravityGatewayService(accountRepository, gatewayCache, schedulerSnapshotService, antigravityTokenProvider, rateLimitService, httpUpstream, settingService)
 	accountTestService := service.NewAccountTestService(accountRepository, geminiTokenProvider, antigravityGatewayService, httpUpstream, configConfig)
-	concurrencyCache := repository.ProvideConcurrencyCache(redisClient, configConfig)
-	concurrencyService := service.ProvideConcurrencyService(concurrencyCache, accountRepository, configConfig)
 	crsSyncService := service.NewCRSSyncService(accountRepository, proxyRepository, oAuthService, openAIOAuthService, geminiOAuthService, configConfig)
 	sessionLimitCache := repository.ProvideSessionLimitCache(redisClient, configConfig)
 	accountHandler := admin.NewAccountHandler(adminService, oAuthService, openAIOAuthService, geminiOAuthService, antigravityOAuthService, rateLimitService, accountUsageService, accountTestService, concurrencyService, crsSyncService, sessionLimitCache, compositeTokenCacheInvalidator)
@@ -154,7 +154,8 @@ func initializeApplication(buildInfo handler.BuildInfo) (*Application, error) {
 	identityService := service.NewIdentityService(identityCache)
 	deferredService := service.ProvideDeferredService(accountRepository, timingWheelService)
 	claudeTokenProvider := service.NewClaudeTokenProvider(accountRepository, geminiTokenCache, oAuthService)
-	gatewayService := service.NewGatewayService(accountRepository, groupRepository, usageLogRepository, userRepository, userSubscriptionRepository, userGroupRateRepository, gatewayCache, configConfig, schedulerSnapshotService, concurrencyService, billingService, rateLimitService, billingCacheService, identityService, httpUpstream, deferredService, claudeTokenProvider, sessionLimitCache)
+	digestSessionStore := service.NewDigestSessionStore()
+	gatewayService := service.NewGatewayService(accountRepository, groupRepository, usageLogRepository, userRepository, userSubscriptionRepository, userGroupRateRepository, gatewayCache, configConfig, schedulerSnapshotService, concurrencyService, billingService, rateLimitService, billingCacheService, identityService, httpUpstream, deferredService, claudeTokenProvider, sessionLimitCache, digestSessionStore)
 	openAITokenProvider := service.NewOpenAITokenProvider(accountRepository, geminiTokenCache, openAIOAuthService)
 	openAIGatewayService := service.NewOpenAIGatewayService(accountRepository, usageLogRepository, userRepository, userSubscriptionRepository, gatewayCache, configConfig, schedulerSnapshotService, concurrencyService, billingService, rateLimitService, billingCacheService, httpUpstream, deferredService, openAITokenProvider)
 	geminiMessagesCompatService := service.NewGeminiMessagesCompatService(accountRepository, groupRepository, gatewayCache, schedulerSnapshotService, geminiTokenProvider, rateLimitService, httpUpstream, antigravityGatewayService, configConfig)

backend/ent/errorpassthroughrule.go

@@ -44,6 +44,8 @@ type ErrorPassthroughRule struct {
 	PassthroughBody bool `json:"passthrough_body,omitempty"`
 	// CustomMessage holds the value of the "custom_message" field.
 	CustomMessage *string `json:"custom_message,omitempty"`
+	// SkipMonitoring holds the value of the "skip_monitoring" field.
+	SkipMonitoring bool `json:"skip_monitoring,omitempty"`
 	// Description holds the value of the "description" field.
 	Description  *string `json:"description,omitempty"`
 	selectValues sql.SelectValues
@@ -56,7 +58,7 @@ func (*ErrorPassthroughRule) scanValues(columns []string) ([]any, error) {
 		switch columns[i] {
 		case errorpassthroughrule.FieldErrorCodes, errorpassthroughrule.FieldKeywords, errorpassthroughrule.FieldPlatforms:
 			values[i] = new([]byte)
-		case errorpassthroughrule.FieldEnabled, errorpassthroughrule.FieldPassthroughCode, errorpassthroughrule.FieldPassthroughBody:
+		case errorpassthroughrule.FieldEnabled, errorpassthroughrule.FieldPassthroughCode, errorpassthroughrule.FieldPassthroughBody, errorpassthroughrule.FieldSkipMonitoring:
 			values[i] = new(sql.NullBool)
 		case errorpassthroughrule.FieldID, errorpassthroughrule.FieldPriority, errorpassthroughrule.FieldResponseCode:
 			values[i] = new(sql.NullInt64)
@@ -171,6 +173,12 @@ func (_m *ErrorPassthroughRule) assignValues(columns []string, values []any) err
 				_m.CustomMessage = new(string)
 				*_m.CustomMessage = value.String
 			}
+		case errorpassthroughrule.FieldSkipMonitoring:
+			if value, ok := values[i].(*sql.NullBool); !ok {
+				return fmt.Errorf("unexpected type %T for field skip_monitoring", values[i])
+			} else if value.Valid {
+				_m.SkipMonitoring = value.Bool
+			}
 		case errorpassthroughrule.FieldDescription:
 			if value, ok := values[i].(*sql.NullString); !ok {
 				return fmt.Errorf("unexpected type %T for field description", values[i])
@@ -257,6 +265,9 @@ func (_m *ErrorPassthroughRule) String() string {
 		builder.WriteString(*v)
 	}
 	builder.WriteString(", ")
+	builder.WriteString("skip_monitoring=")
+	builder.WriteString(fmt.Sprintf("%v", _m.SkipMonitoring))
+	builder.WriteString(", ")
 	if v := _m.Description; v != nil {
 		builder.WriteString("description=")
 		builder.WriteString(*v)

backend/ent/errorpassthroughrule/errorpassthroughrule.go

@@ -39,6 +39,8 @@ const (
 	FieldPassthroughBody = "passthrough_body"
 	// FieldCustomMessage holds the string denoting the custom_message field in the database.
 	FieldCustomMessage = "custom_message"
+	// FieldSkipMonitoring holds the string denoting the skip_monitoring field in the database.
+	FieldSkipMonitoring = "skip_monitoring"
 	// FieldDescription holds the string denoting the description field in the database.
 	FieldDescription = "description"
 	// Table holds the table name of the errorpassthroughrule in the database.
@@ -61,6 +63,7 @@ var Columns = []string{
 	FieldResponseCode,
 	FieldPassthroughBody,
 	FieldCustomMessage,
+	FieldSkipMonitoring,
 	FieldDescription,
 }
 
@@ -95,6 +98,8 @@ var (
 	DefaultPassthroughCode bool
 	// DefaultPassthroughBody holds the default value on creation for the "passthrough_body" field.
 	DefaultPassthroughBody bool
+	// DefaultSkipMonitoring holds the default value on creation for the "skip_monitoring" field.
+	DefaultSkipMonitoring bool
 )
 
 // OrderOption defines the ordering options for the ErrorPassthroughRule queries.
@@ -155,6 +160,11 @@ func ByCustomMessage(opts ...sql.OrderTermOption) OrderOption {
 	return sql.OrderByField(FieldCustomMessage, opts...).ToFunc()
 }
 
+// BySkipMonitoring orders the results by the skip_monitoring field.
+func BySkipMonitoring(opts ...sql.OrderTermOption) OrderOption {
+	return sql.OrderByField(FieldSkipMonitoring, opts...).ToFunc()
+}
+
 // ByDescription orders the results by the description field.
 func ByDescription(opts ...sql.OrderTermOption) OrderOption {
 	return sql.OrderByField(FieldDescription, opts...).ToFunc()

backend/ent/errorpassthroughrule/where.go

@@ -104,6 +104,11 @@ func CustomMessage(v string) predicate.ErrorPassthroughRule {
 	return predicate.ErrorPassthroughRule(sql.FieldEQ(FieldCustomMessage, v))
 }
 
+// SkipMonitoring applies equality check predicate on the "skip_monitoring" field. It's identical to SkipMonitoringEQ.
+func SkipMonitoring(v bool) predicate.ErrorPassthroughRule {
+	return predicate.ErrorPassthroughRule(sql.FieldEQ(FieldSkipMonitoring, v))
+}
+
 // Description applies equality check predicate on the "description" field. It's identical to DescriptionEQ.
 func Description(v string) predicate.ErrorPassthroughRule {
 	return predicate.ErrorPassthroughRule(sql.FieldEQ(FieldDescription, v))
@@ -544,6 +549,16 @@ func CustomMessageContainsFold(v string) predicate.ErrorPassthroughRule {
 	return predicate.ErrorPassthroughRule(sql.FieldContainsFold(FieldCustomMessage, v))
 }
 
+// SkipMonitoringEQ applies the EQ predicate on the "skip_monitoring" field.
+func SkipMonitoringEQ(v bool) predicate.ErrorPassthroughRule {
+	return predicate.ErrorPassthroughRule(sql.FieldEQ(FieldSkipMonitoring, v))
+}
+
+// SkipMonitoringNEQ applies the NEQ predicate on the "skip_monitoring" field.
+func SkipMonitoringNEQ(v bool) predicate.ErrorPassthroughRule {
+	return predicate.ErrorPassthroughRule(sql.FieldNEQ(FieldSkipMonitoring, v))
+}
+
 // DescriptionEQ applies the EQ predicate on the "description" field.
 func DescriptionEQ(v string) predicate.ErrorPassthroughRule {
 	return predicate.ErrorPassthroughRule(sql.FieldEQ(FieldDescription, v))

backend/ent/errorpassthroughrule_create.go

@@ -172,6 +172,20 @@ func (_c *ErrorPassthroughRuleCreate) SetNillableCustomMessage(v *string) *Error
 	return _c
 }
 
+// SetSkipMonitoring sets the "skip_monitoring" field.
+func (_c *ErrorPassthroughRuleCreate) SetSkipMonitoring(v bool) *ErrorPassthroughRuleCreate {
+	_c.mutation.SetSkipMonitoring(v)
+	return _c
+}
+
+// SetNillableSkipMonitoring sets the "skip_monitoring" field if the given value is not nil.
+func (_c *ErrorPassthroughRuleCreate) SetNillableSkipMonitoring(v *bool) *ErrorPassthroughRuleCreate {
+	if v != nil {
+		_c.SetSkipMonitoring(*v)
+	}
+	return _c
+}
+
 // SetDescription sets the "description" field.
 func (_c *ErrorPassthroughRuleCreate) SetDescription(v string) *ErrorPassthroughRuleCreate {
 	_c.mutation.SetDescription(v)
@@ -249,6 +263,10 @@ func (_c *ErrorPassthroughRuleCreate) defaults() {
 		v := errorpassthroughrule.DefaultPassthroughBody
 		_c.mutation.SetPassthroughBody(v)
 	}
+	if _, ok := _c.mutation.SkipMonitoring(); !ok {
+		v := errorpassthroughrule.DefaultSkipMonitoring
+		_c.mutation.SetSkipMonitoring(v)
+	}
 }
 
 // check runs all checks and user-defined validators on the builder.
@@ -287,6 +305,9 @@ func (_c *ErrorPassthroughRuleCreate) check() error {
 	if _, ok := _c.mutation.PassthroughBody(); !ok {
 		return &ValidationError{Name: "passthrough_body", err: errors.New(`ent: missing required field "ErrorPassthroughRule.passthrough_body"`)}
 	}
+	if _, ok := _c.mutation.SkipMonitoring(); !ok {
+		return &ValidationError{Name: "skip_monitoring", err: errors.New(`ent: missing required field "ErrorPassthroughRule.skip_monitoring"`)}
+	}
 	return nil
 }
 
@@ -366,6 +387,10 @@ func (_c *ErrorPassthroughRuleCreate) createSpec() (*ErrorPassthroughRule, *sqlg
 		_spec.SetField(errorpassthroughrule.FieldCustomMessage, field.TypeString, value)
 		_node.CustomMessage = &value
 	}
+	if value, ok := _c.mutation.SkipMonitoring(); ok {
+		_spec.SetField(errorpassthroughrule.FieldSkipMonitoring, field.TypeBool, value)
+		_node.SkipMonitoring = value
+	}
 	if value, ok := _c.mutation.Description(); ok {
 		_spec.SetField(errorpassthroughrule.FieldDescription, field.TypeString, value)
 		_node.Description = &value
@@ -608,6 +633,18 @@ func (u *ErrorPassthroughRuleUpsert) ClearCustomMessage() *ErrorPassthroughRuleU
 	return u
 }
 
+// SetSkipMonitoring sets the "skip_monitoring" field.
+func (u *ErrorPassthroughRuleUpsert) SetSkipMonitoring(v bool) *ErrorPassthroughRuleUpsert {
+	u.Set(errorpassthroughrule.FieldSkipMonitoring, v)
+	return u
+}
+
+// UpdateSkipMonitoring sets the "skip_monitoring" field to the value that was provided on create.
+func (u *ErrorPassthroughRuleUpsert) UpdateSkipMonitoring() *ErrorPassthroughRuleUpsert {
+	u.SetExcluded(errorpassthroughrule.FieldSkipMonitoring)
+	return u
+}
+
 // SetDescription sets the "description" field.
 func (u *ErrorPassthroughRuleUpsert) SetDescription(v string) *ErrorPassthroughRuleUpsert {
 	u.Set(errorpassthroughrule.FieldDescription, v)
@@ -888,6 +925,20 @@ func (u *ErrorPassthroughRuleUpsertOne) ClearCustomMessage() *ErrorPassthroughRu
 	})
 }
 
+// SetSkipMonitoring sets the "skip_monitoring" field.
+func (u *ErrorPassthroughRuleUpsertOne) SetSkipMonitoring(v bool) *ErrorPassthroughRuleUpsertOne {
+	return u.Update(func(s *ErrorPassthroughRuleUpsert) {
+		s.SetSkipMonitoring(v)
+	})
+}
+
+// UpdateSkipMonitoring sets the "skip_monitoring" field to the value that was provided on create.
+func (u *ErrorPassthroughRuleUpsertOne) UpdateSkipMonitoring() *ErrorPassthroughRuleUpsertOne {
+	return u.Update(func(s *ErrorPassthroughRuleUpsert) {
+		s.UpdateSkipMonitoring()
+	})
+}
+
 // SetDescription sets the "description" field.
 func (u *ErrorPassthroughRuleUpsertOne) SetDescription(v string) *ErrorPassthroughRuleUpsertOne {
 	return u.Update(func(s *ErrorPassthroughRuleUpsert) {
@@ -1337,6 +1388,20 @@ func (u *ErrorPassthroughRuleUpsertBulk) ClearCustomMessage() *ErrorPassthroughR
 	})
 }
 
+// SetSkipMonitoring sets the "skip_monitoring" field.
+func (u *ErrorPassthroughRuleUpsertBulk) SetSkipMonitoring(v bool) *ErrorPassthroughRuleUpsertBulk {
+	return u.Update(func(s *ErrorPassthroughRuleUpsert) {
+		s.SetSkipMonitoring(v)
+	})
+}
+
+// UpdateSkipMonitoring sets the "skip_monitoring" field to the value that was provided on create.
+func (u *ErrorPassthroughRuleUpsertBulk) UpdateSkipMonitoring() *ErrorPassthroughRuleUpsertBulk {
+	return u.Update(func(s *ErrorPassthroughRuleUpsert) {
+		s.UpdateSkipMonitoring()
+	})
+}
+
 // SetDescription sets the "description" field.
 func (u *ErrorPassthroughRuleUpsertBulk) SetDescription(v string) *ErrorPassthroughRuleUpsertBulk {
 	return u.Update(func(s *ErrorPassthroughRuleUpsert) {

backend/ent/errorpassthroughrule_update.go

@@ -227,6 +227,20 @@ func (_u *ErrorPassthroughRuleUpdate) ClearCustomMessage() *ErrorPassthroughRule
 	return _u
 }
 
+// SetSkipMonitoring sets the "skip_monitoring" field.
+func (_u *ErrorPassthroughRuleUpdate) SetSkipMonitoring(v bool) *ErrorPassthroughRuleUpdate {
+	_u.mutation.SetSkipMonitoring(v)
+	return _u
+}
+
+// SetNillableSkipMonitoring sets the "skip_monitoring" field if the given value is not nil.
+func (_u *ErrorPassthroughRuleUpdate) SetNillableSkipMonitoring(v *bool) *ErrorPassthroughRuleUpdate {
+	if v != nil {
+		_u.SetSkipMonitoring(*v)
+	}
+	return _u
+}
+
 // SetDescription sets the "description" field.
 func (_u *ErrorPassthroughRuleUpdate) SetDescription(v string) *ErrorPassthroughRuleUpdate {
 	_u.mutation.SetDescription(v)
@@ -387,6 +401,9 @@ func (_u *ErrorPassthroughRuleUpdate) sqlSave(ctx context.Context) (_node int, e
 	if _u.mutation.CustomMessageCleared() {
 		_spec.ClearField(errorpassthroughrule.FieldCustomMessage, field.TypeString)
 	}
+	if value, ok := _u.mutation.SkipMonitoring(); ok {
+		_spec.SetField(errorpassthroughrule.FieldSkipMonitoring, field.TypeBool, value)
+	}
 	if value, ok := _u.mutation.Description(); ok {
 		_spec.SetField(errorpassthroughrule.FieldDescription, field.TypeString, value)
 	}
@@ -611,6 +628,20 @@ func (_u *ErrorPassthroughRuleUpdateOne) ClearCustomMessage() *ErrorPassthroughR
 	return _u
 }
 
+// SetSkipMonitoring sets the "skip_monitoring" field.
+func (_u *ErrorPassthroughRuleUpdateOne) SetSkipMonitoring(v bool) *ErrorPassthroughRuleUpdateOne {
+	_u.mutation.SetSkipMonitoring(v)
+	return _u
+}
+
+// SetNillableSkipMonitoring sets the "skip_monitoring" field if the given value is not nil.
+func (_u *ErrorPassthroughRuleUpdateOne) SetNillableSkipMonitoring(v *bool) *ErrorPassthroughRuleUpdateOne {
+	if v != nil {
+		_u.SetSkipMonitoring(*v)
+	}
+	return _u
+}
+
 // SetDescription sets the "description" field.
 func (_u *ErrorPassthroughRuleUpdateOne) SetDescription(v string) *ErrorPassthroughRuleUpdateOne {
 	_u.mutation.SetDescription(v)
@@ -801,6 +832,9 @@ func (_u *ErrorPassthroughRuleUpdateOne) sqlSave(ctx context.Context) (_node *Er
 	if _u.mutation.CustomMessageCleared() {
 		_spec.ClearField(errorpassthroughrule.FieldCustomMessage, field.TypeString)
 	}
+	if value, ok := _u.mutation.SkipMonitoring(); ok {
+		_spec.SetField(errorpassthroughrule.FieldSkipMonitoring, field.TypeBool, value)
+	}
 	if value, ok := _u.mutation.Description(); ok {
 		_spec.SetField(errorpassthroughrule.FieldDescription, field.TypeString, value)
 	}

backend/ent/group.go

@@ -66,6 +66,8 @@ type Group struct {
 	McpXMLInject bool `json:"mcp_xml_inject,omitempty"`
 	// 支持的模型系列：claude, gemini_text, gemini_image
 	SupportedModelScopes []string `json:"supported_model_scopes,omitempty"`
+	// 分组显示排序，数值越小越靠前
+	SortOrder int `json:"sort_order,omitempty"`
 	// Edges holds the relations/edges for other nodes in the graph.
 	// The values are being populated by the GroupQuery when eager-loading is set.
 	Edges        GroupEdges `json:"edges"`
@@ -178,7 +180,7 @@ func (*Group) scanValues(columns []string) ([]any, error) {
 			values[i] = new(sql.NullBool)
 		case group.FieldRateMultiplier, group.FieldDailyLimitUsd, group.FieldWeeklyLimitUsd, group.FieldMonthlyLimitUsd, group.FieldImagePrice1k, group.FieldImagePrice2k, group.FieldImagePrice4k:
 			values[i] = new(sql.NullFloat64)
-		case group.FieldID, group.FieldDefaultValidityDays, group.FieldFallbackGroupID, group.FieldFallbackGroupIDOnInvalidRequest:
+		case group.FieldID, group.FieldDefaultValidityDays, group.FieldFallbackGroupID, group.FieldFallbackGroupIDOnInvalidRequest, group.FieldSortOrder:
 			values[i] = new(sql.NullInt64)
 		case group.FieldName, group.FieldDescription, group.FieldStatus, group.FieldPlatform, group.FieldSubscriptionType:
 			values[i] = new(sql.NullString)
@@ -363,6 +365,12 @@ func (_m *Group) assignValues(columns []string, values []any) error {
 					return fmt.Errorf("unmarshal field supported_model_scopes: %w", err)
 				}
 			}
+		case group.FieldSortOrder:
+			if value, ok := values[i].(*sql.NullInt64); !ok {
+				return fmt.Errorf("unexpected type %T for field sort_order", values[i])
+			} else if value.Valid {
+				_m.SortOrder = int(value.Int64)
+			}
 		default:
 			_m.selectValues.Set(columns[i], values[i])
 		}
@@ -530,6 +538,9 @@ func (_m *Group) String() string {
 	builder.WriteString(", ")
 	builder.WriteString("supported_model_scopes=")
 	builder.WriteString(fmt.Sprintf("%v", _m.SupportedModelScopes))
+	builder.WriteString(", ")
+	builder.WriteString("sort_order=")
+	builder.WriteString(fmt.Sprintf("%v", _m.SortOrder))
 	builder.WriteByte(')')
 	return builder.String()
 }

backend/ent/group/group.go

@@ -63,6 +63,8 @@ const (
 	FieldMcpXMLInject = "mcp_xml_inject"
 	// FieldSupportedModelScopes holds the string denoting the supported_model_scopes field in the database.
 	FieldSupportedModelScopes = "supported_model_scopes"
+	// FieldSortOrder holds the string denoting the sort_order field in the database.
+	FieldSortOrder = "sort_order"
 	// EdgeAPIKeys holds the string denoting the api_keys edge name in mutations.
 	EdgeAPIKeys = "api_keys"
 	// EdgeRedeemCodes holds the string denoting the redeem_codes edge name in mutations.
@@ -162,6 +164,7 @@ var Columns = []string{
 	FieldModelRoutingEnabled,
 	FieldMcpXMLInject,
 	FieldSupportedModelScopes,
+	FieldSortOrder,
 }
 
 var (
@@ -225,6 +228,8 @@ var (
 	DefaultMcpXMLInject bool
 	// DefaultSupportedModelScopes holds the default value on creation for the "supported_model_scopes" field.
 	DefaultSupportedModelScopes []string
+	// DefaultSortOrder holds the default value on creation for the "sort_order" field.
+	DefaultSortOrder int
 )
 
 // OrderOption defines the ordering options for the Group queries.
@@ -345,6 +350,11 @@ func ByMcpXMLInject(opts ...sql.OrderTermOption) OrderOption {
 	return sql.OrderByField(FieldMcpXMLInject, opts...).ToFunc()
 }
 
+// BySortOrder orders the results by the sort_order field.
+func BySortOrder(opts ...sql.OrderTermOption) OrderOption {
+	return sql.OrderByField(FieldSortOrder, opts...).ToFunc()
+}
+
 // ByAPIKeysCount orders the results by api_keys count.
 func ByAPIKeysCount(opts ...sql.OrderTermOption) OrderOption {
 	return func(s *sql.Selector) {

backend/ent/group/where.go

@@ -165,6 +165,11 @@ func McpXMLInject(v bool) predicate.Group {
 	return predicate.Group(sql.FieldEQ(FieldMcpXMLInject, v))
 }
 
+// SortOrder applies equality check predicate on the "sort_order" field. It's identical to SortOrderEQ.
+func SortOrder(v int) predicate.Group {
+	return predicate.Group(sql.FieldEQ(FieldSortOrder, v))
+}
+
 // CreatedAtEQ applies the EQ predicate on the "created_at" field.
 func CreatedAtEQ(v time.Time) predicate.Group {
 	return predicate.Group(sql.FieldEQ(FieldCreatedAt, v))
@@ -1160,6 +1165,46 @@ func McpXMLInjectNEQ(v bool) predicate.Group {
 	return predicate.Group(sql.FieldNEQ(FieldMcpXMLInject, v))
 }
 
+// SortOrderEQ applies the EQ predicate on the "sort_order" field.
+func SortOrderEQ(v int) predicate.Group {
+	return predicate.Group(sql.FieldEQ(FieldSortOrder, v))
+}
+
+// SortOrderNEQ applies the NEQ predicate on the "sort_order" field.
+func SortOrderNEQ(v int) predicate.Group {
+	return predicate.Group(sql.FieldNEQ(FieldSortOrder, v))
+}
+
+// SortOrderIn applies the In predicate on the "sort_order" field.
+func SortOrderIn(vs ...int) predicate.Group {
+	return predicate.Group(sql.FieldIn(FieldSortOrder, vs...))
+}
+
+// SortOrderNotIn applies the NotIn predicate on the "sort_order" field.
+func SortOrderNotIn(vs ...int) predicate.Group {
+	return predicate.Group(sql.FieldNotIn(FieldSortOrder, vs...))
+}
+
+// SortOrderGT applies the GT predicate on the "sort_order" field.
+func SortOrderGT(v int) predicate.Group {
+	return predicate.Group(sql.FieldGT(FieldSortOrder, v))
+}
+
+// SortOrderGTE applies the GTE predicate on the "sort_order" field.
+func SortOrderGTE(v int) predicate.Group {
+	return predicate.Group(sql.FieldGTE(FieldSortOrder, v))
+}
+
+// SortOrderLT applies the LT predicate on the "sort_order" field.
+func SortOrderLT(v int) predicate.Group {
+	return predicate.Group(sql.FieldLT(FieldSortOrder, v))
+}
+
+// SortOrderLTE applies the LTE predicate on the "sort_order" field.
+func SortOrderLTE(v int) predicate.Group {
+	return predicate.Group(sql.FieldLTE(FieldSortOrder, v))
+}
+
 // HasAPIKeys applies the HasEdge predicate on the "api_keys" edge.
 func HasAPIKeys() predicate.Group {
 	return predicate.Group(func(s *sql.Selector) {

backend/ent/group_create.go

@@ -340,6 +340,20 @@ func (_c *GroupCreate) SetSupportedModelScopes(v []string) *GroupCreate {
 	return _c
 }
 
+// SetSortOrder sets the "sort_order" field.
+func (_c *GroupCreate) SetSortOrder(v int) *GroupCreate {
+	_c.mutation.SetSortOrder(v)
+	return _c
+}
+
+// SetNillableSortOrder sets the "sort_order" field if the given value is not nil.
+func (_c *GroupCreate) SetNillableSortOrder(v *int) *GroupCreate {
+	if v != nil {
+		_c.SetSortOrder(*v)
+	}
+	return _c
+}
+
 // AddAPIKeyIDs adds the "api_keys" edge to the APIKey entity by IDs.
 func (_c *GroupCreate) AddAPIKeyIDs(ids ...int64) *GroupCreate {
 	_c.mutation.AddAPIKeyIDs(ids...)
@@ -521,6 +535,10 @@ func (_c *GroupCreate) defaults() error {
 		v := group.DefaultSupportedModelScopes
 		_c.mutation.SetSupportedModelScopes(v)
 	}
+	if _, ok := _c.mutation.SortOrder(); !ok {
+		v := group.DefaultSortOrder
+		_c.mutation.SetSortOrder(v)
+	}
 	return nil
 }
 
@@ -585,6 +603,9 @@ func (_c *GroupCreate) check() error {
 	if _, ok := _c.mutation.SupportedModelScopes(); !ok {
 		return &ValidationError{Name: "supported_model_scopes", err: errors.New(`ent: missing required field "Group.supported_model_scopes"`)}
 	}
+	if _, ok := _c.mutation.SortOrder(); !ok {
+		return &ValidationError{Name: "sort_order", err: errors.New(`ent: missing required field "Group.sort_order"`)}
+	}
 	return nil
 }
 
@@ -708,6 +729,10 @@ func (_c *GroupCreate) createSpec() (*Group, *sqlgraph.CreateSpec) {
 		_spec.SetField(group.FieldSupportedModelScopes, field.TypeJSON, value)
 		_node.SupportedModelScopes = value
 	}
+	if value, ok := _c.mutation.SortOrder(); ok {
+		_spec.SetField(group.FieldSortOrder, field.TypeInt, value)
+		_node.SortOrder = value
+	}
 	if nodes := _c.mutation.APIKeysIDs(); len(nodes) > 0 {
 		edge := &sqlgraph.EdgeSpec{
 			Rel:     sqlgraph.O2M,
@@ -1266,6 +1291,24 @@ func (u *GroupUpsert) UpdateSupportedModelScopes() *GroupUpsert {
 	return u
 }
 
+// SetSortOrder sets the "sort_order" field.
+func (u *GroupUpsert) SetSortOrder(v int) *GroupUpsert {
+	u.Set(group.FieldSortOrder, v)
+	return u
+}
+
+// UpdateSortOrder sets the "sort_order" field to the value that was provided on create.
+func (u *GroupUpsert) UpdateSortOrder() *GroupUpsert {
+	u.SetExcluded(group.FieldSortOrder)
+	return u
+}
+
+// AddSortOrder adds v to the "sort_order" field.
+func (u *GroupUpsert) AddSortOrder(v int) *GroupUpsert {
+	u.Add(group.FieldSortOrder, v)
+	return u
+}
+
 // UpdateNewValues updates the mutable fields using the new values that were set on create.
 // Using this option is equivalent to using:
 //
@@ -1780,6 +1823,27 @@ func (u *GroupUpsertOne) UpdateSupportedModelScopes() *GroupUpsertOne {
 	})
 }
 
+// SetSortOrder sets the "sort_order" field.
+func (u *GroupUpsertOne) SetSortOrder(v int) *GroupUpsertOne {
+	return u.Update(func(s *GroupUpsert) {
+		s.SetSortOrder(v)
+	})
+}
+
+// AddSortOrder adds v to the "sort_order" field.
+func (u *GroupUpsertOne) AddSortOrder(v int) *GroupUpsertOne {
+	return u.Update(func(s *GroupUpsert) {
+		s.AddSortOrder(v)
+	})
+}
+
+// UpdateSortOrder sets the "sort_order" field to the value that was provided on create.
+func (u *GroupUpsertOne) UpdateSortOrder() *GroupUpsertOne {
+	return u.Update(func(s *GroupUpsert) {
+		s.UpdateSortOrder()
+	})
+}
+
 // Exec executes the query.
 func (u *GroupUpsertOne) Exec(ctx context.Context) error {
 	if len(u.create.conflict) == 0 {
@@ -2460,6 +2524,27 @@ func (u *GroupUpsertBulk) UpdateSupportedModelScopes() *GroupUpsertBulk {
 	})
 }
 
+// SetSortOrder sets the "sort_order" field.
+func (u *GroupUpsertBulk) SetSortOrder(v int) *GroupUpsertBulk {
+	return u.Update(func(s *GroupUpsert) {
+		s.SetSortOrder(v)
+	})
+}
+
+// AddSortOrder adds v to the "sort_order" field.
+func (u *GroupUpsertBulk) AddSortOrder(v int) *GroupUpsertBulk {
+	return u.Update(func(s *GroupUpsert) {
+		s.AddSortOrder(v)
+	})
+}
+
+// UpdateSortOrder sets the "sort_order" field to the value that was provided on create.
+func (u *GroupUpsertBulk) UpdateSortOrder() *GroupUpsertBulk {
+	return u.Update(func(s *GroupUpsert) {
+		s.UpdateSortOrder()
+	})
+}
+
 // Exec executes the query.
 func (u *GroupUpsertBulk) Exec(ctx context.Context) error {
 	if u.create.err != nil {

backend/ent/group_update.go

@@ -475,6 +475,27 @@ func (_u *GroupUpdate) AppendSupportedModelScopes(v []string) *GroupUpdate {
 	return _u
 }
 
+// SetSortOrder sets the "sort_order" field.
+func (_u *GroupUpdate) SetSortOrder(v int) *GroupUpdate {
+	_u.mutation.ResetSortOrder()
+	_u.mutation.SetSortOrder(v)
+	return _u
+}
+
+// SetNillableSortOrder sets the "sort_order" field if the given value is not nil.
+func (_u *GroupUpdate) SetNillableSortOrder(v *int) *GroupUpdate {
+	if v != nil {
+		_u.SetSortOrder(*v)
+	}
+	return _u
+}
+
+// AddSortOrder adds value to the "sort_order" field.
+func (_u *GroupUpdate) AddSortOrder(v int) *GroupUpdate {
+	_u.mutation.AddSortOrder(v)
+	return _u
+}
+
 // AddAPIKeyIDs adds the "api_keys" edge to the APIKey entity by IDs.
 func (_u *GroupUpdate) AddAPIKeyIDs(ids ...int64) *GroupUpdate {
 	_u.mutation.AddAPIKeyIDs(ids...)
@@ -912,6 +933,12 @@ func (_u *GroupUpdate) sqlSave(ctx context.Context) (_node int, err error) {
 			sqljson.Append(u, group.FieldSupportedModelScopes, value)
 		})
 	}
+	if value, ok := _u.mutation.SortOrder(); ok {
+		_spec.SetField(group.FieldSortOrder, field.TypeInt, value)
+	}
+	if value, ok := _u.mutation.AddedSortOrder(); ok {
+		_spec.AddField(group.FieldSortOrder, field.TypeInt, value)
+	}
 	if _u.mutation.APIKeysCleared() {
 		edge := &sqlgraph.EdgeSpec{
 			Rel:     sqlgraph.O2M,
@@ -1666,6 +1693,27 @@ func (_u *GroupUpdateOne) AppendSupportedModelScopes(v []string) *GroupUpdateOne
 	return _u
 }
 
+// SetSortOrder sets the "sort_order" field.
+func (_u *GroupUpdateOne) SetSortOrder(v int) *GroupUpdateOne {
+	_u.mutation.ResetSortOrder()
+	_u.mutation.SetSortOrder(v)
+	return _u
+}
+
+// SetNillableSortOrder sets the "sort_order" field if the given value is not nil.
+func (_u *GroupUpdateOne) SetNillableSortOrder(v *int) *GroupUpdateOne {
+	if v != nil {
+		_u.SetSortOrder(*v)
+	}
+	return _u
+}
+
+// AddSortOrder adds value to the "sort_order" field.
+func (_u *GroupUpdateOne) AddSortOrder(v int) *GroupUpdateOne {
+	_u.mutation.AddSortOrder(v)
+	return _u
+}
+
 // AddAPIKeyIDs adds the "api_keys" edge to the APIKey entity by IDs.
 func (_u *GroupUpdateOne) AddAPIKeyIDs(ids ...int64) *GroupUpdateOne {
 	_u.mutation.AddAPIKeyIDs(ids...)
@@ -2133,6 +2181,12 @@ func (_u *GroupUpdateOne) sqlSave(ctx context.Context) (_node *Group, err error)
 			sqljson.Append(u, group.FieldSupportedModelScopes, value)
 		})
 	}
+	if value, ok := _u.mutation.SortOrder(); ok {
+		_spec.SetField(group.FieldSortOrder, field.TypeInt, value)
+	}
+	if value, ok := _u.mutation.AddedSortOrder(); ok {
+		_spec.AddField(group.FieldSortOrder, field.TypeInt, value)
+	}
 	if _u.mutation.APIKeysCleared() {
 		edge := &sqlgraph.EdgeSpec{
 			Rel:     sqlgraph.O2M,

backend/ent/migrate/schema.go

@@ -325,6 +325,7 @@ var (
 		{Name: "response_code", Type: field.TypeInt, Nullable: true},
 		{Name: "passthrough_body", Type: field.TypeBool, Default: true},
 		{Name: "custom_message", Type: field.TypeString, Nullable: true, Size: 2147483647},
+		{Name: "skip_monitoring", Type: field.TypeBool, Default: false},
 		{Name: "description", Type: field.TypeString, Nullable: true, Size: 2147483647},
 	}
 	// ErrorPassthroughRulesTable holds the schema information for the "error_passthrough_rules" table.
@@ -372,6 +373,7 @@ var (
 		{Name: "model_routing_enabled", Type: field.TypeBool, Default: false},
 		{Name: "mcp_xml_inject", Type: field.TypeBool, Default: true},
 		{Name: "supported_model_scopes", Type: field.TypeJSON, SchemaType: map[string]string{"postgres": "jsonb"}},
+		{Name: "sort_order", Type: field.TypeInt, Default: 0},
 	}
 	// GroupsTable holds the schema information for the "groups" table.
 	GroupsTable = &schema.Table{
@@ -404,6 +406,11 @@ var (
 				Unique:  false,
 				Columns: []*schema.Column{GroupsColumns[3]},
 			},
+			{
+				Name:    "group_sort_order",
+				Unique:  false,
+				Columns: []*schema.Column{GroupsColumns[25]},
+			},
 		},
 	}
 	// PromoCodesColumns holds the columns for the "promo_codes" table.

backend/ent/mutation.go

@@ -5776,6 +5776,7 @@ type ErrorPassthroughRuleMutation struct {
 	addresponse_code  *int
 	passthrough_body  *bool
 	custom_message    *string
+	skip_monitoring   *bool
 	description       *string
 	clearedFields     map[string]struct{}
 	done              bool
@@ -6503,6 +6504,42 @@ func (m *ErrorPassthroughRuleMutation) ResetCustomMessage() {
 	delete(m.clearedFields, errorpassthroughrule.FieldCustomMessage)
 }
 
+// SetSkipMonitoring sets the "skip_monitoring" field.
+func (m *ErrorPassthroughRuleMutation) SetSkipMonitoring(b bool) {
+	m.skip_monitoring = &b
+}
+
+// SkipMonitoring returns the value of the "skip_monitoring" field in the mutation.
+func (m *ErrorPassthroughRuleMutation) SkipMonitoring() (r bool, exists bool) {
+	v := m.skip_monitoring
+	if v == nil {
+		return
+	}
+	return *v, true
+}
+
+// OldSkipMonitoring returns the old "skip_monitoring" field's value of the ErrorPassthroughRule entity.
+// If the ErrorPassthroughRule object wasn't provided to the builder, the object is fetched from the database.
+// An error is returned if the mutation operation is not UpdateOne, or the database query fails.
+func (m *ErrorPassthroughRuleMutation) OldSkipMonitoring(ctx context.Context) (v bool, err error) {
+	if !m.op.Is(OpUpdateOne) {
+		return v, errors.New("OldSkipMonitoring is only allowed on UpdateOne operations")
+	}
+	if m.id == nil || m.oldValue == nil {
+		return v, errors.New("OldSkipMonitoring requires an ID field in the mutation")
+	}
+	oldValue, err := m.oldValue(ctx)
+	if err != nil {
+		return v, fmt.Errorf("querying old value for OldSkipMonitoring: %w", err)
+	}
+	return oldValue.SkipMonitoring, nil
+}
+
+// ResetSkipMonitoring resets all changes to the "skip_monitoring" field.
+func (m *ErrorPassthroughRuleMutation) ResetSkipMonitoring() {
+	m.skip_monitoring = nil
+}
+
 // SetDescription sets the "description" field.
 func (m *ErrorPassthroughRuleMutation) SetDescription(s string) {
 	m.description = &s
@@ -6586,7 +6623,7 @@ func (m *ErrorPassthroughRuleMutation) Type() string {
 // order to get all numeric fields that were incremented/decremented, call
 // AddedFields().
 func (m *ErrorPassthroughRuleMutation) Fields() []string {
-	fields := make([]string, 0, 14)
+	fields := make([]string, 0, 15)
 	if m.created_at != nil {
 		fields = append(fields, errorpassthroughrule.FieldCreatedAt)
 	}
@@ -6626,6 +6663,9 @@ func (m *ErrorPassthroughRuleMutation) Fields() []string {
 	if m.custom_message != nil {
 		fields = append(fields, errorpassthroughrule.FieldCustomMessage)
 	}
+	if m.skip_monitoring != nil {
+		fields = append(fields, errorpassthroughrule.FieldSkipMonitoring)
+	}
 	if m.description != nil {
 		fields = append(fields, errorpassthroughrule.FieldDescription)
 	}
@@ -6663,6 +6703,8 @@ func (m *ErrorPassthroughRuleMutation) Field(name string) (ent.Value, bool) {
 		return m.PassthroughBody()
 	case errorpassthroughrule.FieldCustomMessage:
 		return m.CustomMessage()
+	case errorpassthroughrule.FieldSkipMonitoring:
+		return m.SkipMonitoring()
 	case errorpassthroughrule.FieldDescription:
 		return m.Description()
 	}
@@ -6700,6 +6742,8 @@ func (m *ErrorPassthroughRuleMutation) OldField(ctx context.Context, name string
 		return m.OldPassthroughBody(ctx)
 	case errorpassthroughrule.FieldCustomMessage:
 		return m.OldCustomMessage(ctx)
+	case errorpassthroughrule.FieldSkipMonitoring:
+		return m.OldSkipMonitoring(ctx)
 	case errorpassthroughrule.FieldDescription:
 		return m.OldDescription(ctx)
 	}
@@ -6802,6 +6846,13 @@ func (m *ErrorPassthroughRuleMutation) SetField(name string, value ent.Value) er
 		}
 		m.SetCustomMessage(v)
 		return nil
+	case errorpassthroughrule.FieldSkipMonitoring:
+		v, ok := value.(bool)
+		if !ok {
+			return fmt.Errorf("unexpected type %T for field %s", value, name)
+		}
+		m.SetSkipMonitoring(v)
+		return nil
 	case errorpassthroughrule.FieldDescription:
 		v, ok := value.(string)
 		if !ok {
@@ -6963,6 +7014,9 @@ func (m *ErrorPassthroughRuleMutation) ResetField(name string) error {
 	case errorpassthroughrule.FieldCustomMessage:
 		m.ResetCustomMessage()
 		return nil
+	case errorpassthroughrule.FieldSkipMonitoring:
+		m.ResetSkipMonitoring()
+		return nil
 	case errorpassthroughrule.FieldDescription:
 		m.ResetDescription()
 		return nil
@@ -7059,6 +7113,8 @@ type GroupMutation struct {
 	mcp_xml_inject                          *bool
 	supported_model_scopes                  *[]string
 	appendsupported_model_scopes            []string
+	sort_order                              *int
+	addsort_order                           *int
 	clearedFields                           map[string]struct{}
 	api_keys                                map[int64]struct{}
 	removedapi_keys                         map[int64]struct{}
@@ -8411,6 +8467,62 @@ func (m *GroupMutation) ResetSupportedModelScopes() {
 	m.appendsupported_model_scopes = nil
 }
 
+// SetSortOrder sets the "sort_order" field.
+func (m *GroupMutation) SetSortOrder(i int) {
+	m.sort_order = &i
+	m.addsort_order = nil
+}
+
+// SortOrder returns the value of the "sort_order" field in the mutation.
+func (m *GroupMutation) SortOrder() (r int, exists bool) {
+	v := m.sort_order
+	if v == nil {
+		return
+	}
+	return *v, true
+}
+
+// OldSortOrder returns the old "sort_order" field's value of the Group entity.
+// If the Group object wasn't provided to the builder, the object is fetched from the database.
+// An error is returned if the mutation operation is not UpdateOne, or the database query fails.
+func (m *GroupMutation) OldSortOrder(ctx context.Context) (v int, err error) {
+	if !m.op.Is(OpUpdateOne) {
+		return v, errors.New("OldSortOrder is only allowed on UpdateOne operations")
+	}
+	if m.id == nil || m.oldValue == nil {
+		return v, errors.New("OldSortOrder requires an ID field in the mutation")
+	}
+	oldValue, err := m.oldValue(ctx)
+	if err != nil {
+		return v, fmt.Errorf("querying old value for OldSortOrder: %w", err)
+	}
+	return oldValue.SortOrder, nil
+}
+
+// AddSortOrder adds i to the "sort_order" field.
+func (m *GroupMutation) AddSortOrder(i int) {
+	if m.addsort_order != nil {
+		*m.addsort_order += i
+	} else {
+		m.addsort_order = &i
+	}
+}
+
+// AddedSortOrder returns the value that was added to the "sort_order" field in this mutation.
+func (m *GroupMutation) AddedSortOrder() (r int, exists bool) {
+	v := m.addsort_order
+	if v == nil {
+		return
+	}
+	return *v, true
+}
+
+// ResetSortOrder resets all changes to the "sort_order" field.
+func (m *GroupMutation) ResetSortOrder() {
+	m.sort_order = nil
+	m.addsort_order = nil
+}
+
 // AddAPIKeyIDs adds the "api_keys" edge to the APIKey entity by ids.
 func (m *GroupMutation) AddAPIKeyIDs(ids ...int64) {
 	if m.api_keys == nil {
@@ -8769,7 +8881,7 @@ func (m *GroupMutation) Type() string {
 // order to get all numeric fields that were incremented/decremented, call
 // AddedFields().
 func (m *GroupMutation) Fields() []string {
-	fields := make([]string, 0, 24)
+	fields := make([]string, 0, 25)
 	if m.created_at != nil {
 		fields = append(fields, group.FieldCreatedAt)
 	}
@@ -8842,6 +8954,9 @@ func (m *GroupMutation) Fields() []string {
 	if m.supported_model_scopes != nil {
 		fields = append(fields, group.FieldSupportedModelScopes)
 	}
+	if m.sort_order != nil {
+		fields = append(fields, group.FieldSortOrder)
+	}
 	return fields
 }
 
@@ -8898,6 +9013,8 @@ func (m *GroupMutation) Field(name string) (ent.Value, bool) {
 		return m.McpXMLInject()
 	case group.FieldSupportedModelScopes:
 		return m.SupportedModelScopes()
+	case group.FieldSortOrder:
+		return m.SortOrder()
 	}
 	return nil, false
 }
@@ -8955,6 +9072,8 @@ func (m *GroupMutation) OldField(ctx context.Context, name string) (ent.Value, e
 		return m.OldMcpXMLInject(ctx)
 	case group.FieldSupportedModelScopes:
 		return m.OldSupportedModelScopes(ctx)
+	case group.FieldSortOrder:
+		return m.OldSortOrder(ctx)
 	}
 	return nil, fmt.Errorf("unknown Group field %s", name)
 }
@@ -9132,6 +9251,13 @@ func (m *GroupMutation) SetField(name string, value ent.Value) error {
 		}
 		m.SetSupportedModelScopes(v)
 		return nil
+	case group.FieldSortOrder:
+		v, ok := value.(int)
+		if !ok {
+			return fmt.Errorf("unexpected type %T for field %s", value, name)
+		}
+		m.SetSortOrder(v)
+		return nil
 	}
 	return fmt.Errorf("unknown Group field %s", name)
 }
@@ -9170,6 +9296,9 @@ func (m *GroupMutation) AddedFields() []string {
 	if m.addfallback_group_id_on_invalid_request != nil {
 		fields = append(fields, group.FieldFallbackGroupIDOnInvalidRequest)
 	}
+	if m.addsort_order != nil {
+		fields = append(fields, group.FieldSortOrder)
+	}
 	return fields
 }
 
@@ -9198,6 +9327,8 @@ func (m *GroupMutation) AddedField(name string) (ent.Value, bool) {
 		return m.AddedFallbackGroupID()
 	case group.FieldFallbackGroupIDOnInvalidRequest:
 		return m.AddedFallbackGroupIDOnInvalidRequest()
+	case group.FieldSortOrder:
+		return m.AddedSortOrder()
 	}
 	return nil, false
 }
@@ -9277,6 +9408,13 @@ func (m *GroupMutation) AddField(name string, value ent.Value) error {
 		}
 		m.AddFallbackGroupIDOnInvalidRequest(v)
 		return nil
+	case group.FieldSortOrder:
+		v, ok := value.(int)
+		if !ok {
+			return fmt.Errorf("unexpected type %T for field %s", value, name)
+		}
+		m.AddSortOrder(v)
+		return nil
 	}
 	return fmt.Errorf("unknown Group numeric field %s", name)
 }
@@ -9445,6 +9583,9 @@ func (m *GroupMutation) ResetField(name string) error {
 	case group.FieldSupportedModelScopes:
 		m.ResetSupportedModelScopes()
 		return nil
+	case group.FieldSortOrder:
+		m.ResetSortOrder()
+		return nil
 	}
 	return fmt.Errorf("unknown Group field %s", name)
 }

backend/ent/runtime/runtime.go

@@ -326,6 +326,10 @@ func init() {
 	errorpassthroughruleDescPassthroughBody := errorpassthroughruleFields[9].Descriptor()
 	// errorpassthroughrule.DefaultPassthroughBody holds the default value on creation for the passthrough_body field.
 	errorpassthroughrule.DefaultPassthroughBody = errorpassthroughruleDescPassthroughBody.Default.(bool)
+	// errorpassthroughruleDescSkipMonitoring is the schema descriptor for skip_monitoring field.
+	errorpassthroughruleDescSkipMonitoring := errorpassthroughruleFields[11].Descriptor()
+	// errorpassthroughrule.DefaultSkipMonitoring holds the default value on creation for the skip_monitoring field.
+	errorpassthroughrule.DefaultSkipMonitoring = errorpassthroughruleDescSkipMonitoring.Default.(bool)
 	groupMixin := schema.Group{}.Mixin()
 	groupMixinHooks1 := groupMixin[1].Hooks()
 	group.Hooks[0] = groupMixinHooks1[0]
@@ -409,6 +413,10 @@ func init() {
 	groupDescSupportedModelScopes := groupFields[20].Descriptor()
 	// group.DefaultSupportedModelScopes holds the default value on creation for the supported_model_scopes field.
 	group.DefaultSupportedModelScopes = groupDescSupportedModelScopes.Default.([]string)
+	// groupDescSortOrder is the schema descriptor for sort_order field.
+	groupDescSortOrder := groupFields[21].Descriptor()
+	// group.DefaultSortOrder holds the default value on creation for the sort_order field.
+	group.DefaultSortOrder = groupDescSortOrder.Default.(int)
 	promocodeFields := schema.PromoCode{}.Fields()
 	_ = promocodeFields
 	// promocodeDescCode is the schema descriptor for code field.

backend/ent/schema/error_passthrough_rule.go

@@ -105,6 +105,12 @@ func (ErrorPassthroughRule) Fields() []ent.Field {
 			Optional().
 			Nillable(),
 
+		// skip_monitoring: 是否跳过运维监控记录
+		// true: 匹配此规则的错误不会被记录到 ops_error_logs
+		// false: 正常记录到运维监控（默认行为）
+		field.Bool("skip_monitoring").
+			Default(false),
+
 		// description: 规则描述，用于说明规则的用途
 		field.Text("description").
 			Optional().

backend/ent/schema/group.go

@@ -121,6 +121,11 @@ func (Group) Fields() []ent.Field {
 			Default([]string{"claude", "gemini_text", "gemini_image"}).
 			SchemaType(map[string]string{dialect.Postgres: "jsonb"}).
 			Comment("支持的模型系列：claude, gemini_text, gemini_image"),
+
+		// 分组排序 (added by migration 052)
+		field.Int("sort_order").
+			Default(0).
+			Comment("分组显示排序，数值越小越靠前"),
 	}
 }
 
@@ -149,5 +154,6 @@ func (Group) Indexes() []ent.Index {
 		index.Fields("subscription_type"),
 		index.Fields("is_exclusive"),
 		index.Fields("deleted_at"),
+		index.Fields("sort_order"),
 	}
 }

backend/go.mod

@@ -103,6 +103,7 @@ require (
 	github.com/ncruces/go-strftime v1.0.0 // indirect
 	github.com/opencontainers/go-digest v1.0.0 // indirect
 	github.com/opencontainers/image-spec v1.1.1 // indirect
+	github.com/patrickmn/go-cache v2.1.0+incompatible // indirect
 	github.com/pelletier/go-toml/v2 v2.2.2 // indirect
 	github.com/pkg/errors v0.9.1 // indirect
 	github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 // indirect

backend/go.sum

@@ -135,6 +135,8 @@ github.com/icholy/digest v1.1.0 h1:HfGg9Irj7i+IX1o1QAmPfIBNu/Q5A5Tu3n/MED9k9H4=
 github.com/icholy/digest v1.1.0/go.mod h1:QNrsSGQ5v7v9cReDI0+eyjsXGUoRSUZQHeQ5C4XLa0Y=
 github.com/imroc/req/v3 v3.57.0 h1:LMTUjNRUybUkTPn8oJDq8Kg3JRBOBTcnDhKu7mzupKI=
 github.com/imroc/req/v3 v3.57.0/go.mod h1:JL62ey1nvSLq81HORNcosvlf7SxZStONNqOprg0Pz00=
+github.com/inconshreveable/mousetrap v1.1.0 h1:wN+x4NVGpMsO7ErUn/mUI3vEoE6Jt13X2s0bqwp9tc8=
+github.com/inconshreveable/mousetrap v1.1.0/go.mod h1:vpF70FUmC8bwa3OWnCshd2FqLfsEA9PFc4w1p2J65bw=
 github.com/jackc/pgpassfile v1.0.0 h1:/6Hmqy13Ss2zCq62VdNG8tM1wchn8zjSGOBJ6icpsIM=
 github.com/jackc/pgpassfile v1.0.0/go.mod h1:CEx0iS5ambNFdcRtxPj5JhEz+xB6uRky5eyVu/W2HEg=
 github.com/jackc/pgservicefile v0.0.0-20240606120523-5a60cdf6a761 h1:iCEnooe7UlwOQYpKFhBabPMi4aNAfoODPEFNiAnClxo=
@@ -170,6 +172,8 @@ github.com/mattn/go-colorable v0.1.13/go.mod h1:7S9/ev0klgBDR4GtXTXX8a3vIGJpMovk
 github.com/mattn/go-isatty v0.0.16/go.mod h1:kYGgaQfpe5nmfYZH+SKPsOc2e4SrIfOl2e/yFXSvRLM=
 github.com/mattn/go-isatty v0.0.20 h1:xfD0iDuEKnDkl03q4limB+vH+GxLEtL/jb4xVJSWWEY=
 github.com/mattn/go-isatty v0.0.20/go.mod h1:W+V8PltTTMOvKvAeJH7IuucS94S2C6jfK/D7dTCTo3Y=
+github.com/mattn/go-runewidth v0.0.15 h1:UNAjwbU9l54TA3KzvqLGxwWjHmMgBUVhBiTjelZgg3U=
+github.com/mattn/go-runewidth v0.0.15/go.mod h1:Jdepj2loyihRzMpdS35Xk/zdY8IAYHsh153qUoGf23w=
 github.com/mattn/go-sqlite3 v1.14.17 h1:mCRHCLDUBXgpKAqIKsaAaAsrAlbkeomtRFKXh2L6YIM=
 github.com/mattn/go-sqlite3 v1.14.17/go.mod h1:2eHXhiwb8IkHr+BDWZGa96P6+rkvnG63S2DGjv9HUNg=
 github.com/mdelapenya/tlscert v0.2.0 h1:7H81W6Z/4weDvZBNOfQte5GpIMo0lGYEeWbkGp5LJHI=
@@ -203,10 +207,14 @@ github.com/morikuni/aec v1.0.0 h1:nP9CBfwrvYnBRgY6qfDQkygYDmYwOilePFkwzv4dU8A=
 github.com/morikuni/aec v1.0.0/go.mod h1:BbKIizmSmc5MMPqRYbxO4ZU0S0+P200+tUnFx7PXmsc=
 github.com/ncruces/go-strftime v1.0.0 h1:HMFp8mLCTPp341M/ZnA4qaf7ZlsbTc+miZjCLOFAw7w=
 github.com/ncruces/go-strftime v1.0.0/go.mod h1:Fwc5htZGVVkseilnfgOVb9mKy6w1naJmn9CehxcKcls=
+github.com/olekukonko/tablewriter v0.0.5 h1:P2Ga83D34wi1o9J6Wh1mRuqd4mF/x/lgBS7N7AbDhec=
+github.com/olekukonko/tablewriter v0.0.5/go.mod h1:hPp6KlRPjbx+hW8ykQs1w3UBbZlj6HuIJcUGPhkA7kY=
 github.com/opencontainers/go-digest v1.0.0 h1:apOUWs51W5PlhuyGyz9FCeeBIOUDA/6nW8Oi/yOhh5U=
 github.com/opencontainers/go-digest v1.0.0/go.mod h1:0JzlMkj0TRzQZfJkVvzbP0HBR3IKzErnv2BNG4W4MAM=
 github.com/opencontainers/image-spec v1.1.1 h1:y0fUlFfIZhPF1W537XOLg0/fcx6zcHCJwooC2xJA040=
 github.com/opencontainers/image-spec v1.1.1/go.mod h1:qpqAh3Dmcf36wStyyWU+kCeDgrGnAve2nCC8+7h8Q0M=
+github.com/patrickmn/go-cache v2.1.0+incompatible h1:HRMgzkcYKYpi3C8ajMPV8OFXaaRUnok+kx1WdO15EQc=
+github.com/patrickmn/go-cache v2.1.0+incompatible/go.mod h1:3Qf8kWWT7OJRJbdiICTKqZju1ZixQ/KpMGzzAfe6+WQ=
 github.com/pelletier/go-toml/v2 v2.2.2 h1:aYUidT7k73Pcl9nb2gScu7NSrKCSHIDE89b3+6Wq+LM=
 github.com/pelletier/go-toml/v2 v2.2.2/go.mod h1:1t835xjRzz80PqgE6HHgN2JOsmgYu/h4qDAS4n929Rs=
 github.com/pkg/errors v0.9.1 h1:FEBLx1zS214owpjy7qsBeixbURkuhQAwrK5UwLGTwt4=
@@ -230,6 +238,8 @@ github.com/refraction-networking/utls v1.8.1 h1:yNY1kapmQU8JeM1sSw2H2asfTIwWxIkr
 github.com/refraction-networking/utls v1.8.1/go.mod h1:jkSOEkLqn+S/jtpEHPOsVv/4V4EVnelwbMQl4vCWXAM=
 github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec h1:W09IVJc94icq4NjY3clb7Lk8O1qJ8BdBEF8z0ibU0rE=
 github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec/go.mod h1:qqbHyh8v60DhA7CoWK5oRCqLrMHRGoxYCSS9EjAz6Eo=
+github.com/rivo/uniseg v0.2.0 h1:S1pD9weZBuJdFmowNwbpi7BJ8TNftyUImj/0WQi72jY=
+github.com/rivo/uniseg v0.2.0/go.mod h1:J6wj4VEh+S6ZtnVlnTBMWIodfgj8LQOQFoIToxlJtxc=
 github.com/robfig/cron/v3 v3.0.1 h1:WdRxkvbJztn8LMz/QEvLN5sBU+xKpSqwwUO1Pjr4qDs=
 github.com/robfig/cron/v3 v3.0.1/go.mod h1:eQICP3HwyT7UooqI/z+Ov+PtYAWygg1TEWWzGIFLtro=
 github.com/rogpeppe/go-internal v1.13.1 h1:KvO1DLK/DRN07sQ1LQKScxyZJuNnedQ5/wKSR38lUII=
@@ -252,6 +262,8 @@ github.com/spf13/afero v1.11.0 h1:WJQKhtpdm3v2IzqG8VMqrr6Rf3UYpEF239Jy9wNepM8=
 github.com/spf13/afero v1.11.0/go.mod h1:GH9Y3pIexgf1MTIWtNGyogA5MwRIDXGUr+hbWNoBjkY=
 github.com/spf13/cast v1.6.0 h1:GEiTHELF+vaR5dhz3VqZfFSzZjYbgeKDpBxQVS4GYJ0=
 github.com/spf13/cast v1.6.0/go.mod h1:ancEpBxwJDODSW/UG4rDrAqiKolqNNh2DX3mk86cAdo=
+github.com/spf13/cobra v1.7.0 h1:hyqWnYt1ZQShIddO5kBpj3vu05/++x6tJ6dg8EC572I=
+github.com/spf13/cobra v1.7.0/go.mod h1:uLxZILRyS/50WlhOIKD7W6V5bgeIt+4sICxh6uRMrb0=
 github.com/spf13/pflag v1.0.5 h1:iy+VFUOCP1a+8yFto/drg2CJ5u0yRoB7fZw3DKv/JXA=
 github.com/spf13/pflag v1.0.5/go.mod h1:McXfInJRrz4CZXVZOBLb0bTZqETkiAhM9Iw0y3An2Bg=
 github.com/spf13/viper v1.18.2 h1:LUXCnvUvSM6FXAsj6nnfc8Q2tp1dIgUfY9Kc8GsSOiQ=

backend/internal/handler/admin/account_data.go

@@ -341,7 +341,7 @@ func (h *AccountHandler) listAccountsFiltered(ctx context.Context, platform, acc
 	pageSize := dataPageCap
 	var out []service.Account
 	for {
-		items, total, err := h.adminService.ListAccounts(ctx, page, pageSize, platform, accountType, status, search)
+		items, total, err := h.adminService.ListAccounts(ctx, page, pageSize, platform, accountType, status, search, 0)
 		if err != nil {
 			return nil, err
 		}

backend/internal/handler/admin/account_handler.go

@@ -156,7 +156,12 @@ func (h *AccountHandler) List(c *gin.Context) {
 		search = search[:100]
 	}
 
-	accounts, total, err := h.adminService.ListAccounts(c.Request.Context(), page, pageSize, platform, accountType, status, search)
+	var groupID int64
+	if groupIDStr := c.Query("group"); groupIDStr != "" {
+		groupID, _ = strconv.ParseInt(groupIDStr, 10, 64)
+	}
+
+	accounts, total, err := h.adminService.ListAccounts(c.Request.Context(), page, pageSize, platform, accountType, status, search, groupID)
 	if err != nil {
 		response.ErrorFrom(c, err)
 		return
@@ -424,10 +429,17 @@ type TestAccountRequest struct {
 }
 
 type SyncFromCRSRequest struct {
-	BaseURL     string `json:"base_url" binding:"required"`
-	Username    string `json:"username" binding:"required"`
-	Password    string `json:"password" binding:"required"`
-	SyncProxies *bool  `json:"sync_proxies"`
+	BaseURL            string   `json:"base_url" binding:"required"`
+	Username           string   `json:"username" binding:"required"`
+	Password           string   `json:"password" binding:"required"`
+	SyncProxies        *bool    `json:"sync_proxies"`
+	SelectedAccountIDs []string `json:"selected_account_ids"`
+}
+
+type PreviewFromCRSRequest struct {
+	BaseURL  string `json:"base_url" binding:"required"`
+	Username string `json:"username" binding:"required"`
+	Password string `json:"password" binding:"required"`
 }
 
 // Test handles testing account connectivity with SSE streaming
@@ -466,10 +478,11 @@ func (h *AccountHandler) SyncFromCRS(c *gin.Context) {
 	}
 
 	result, err := h.crsSyncService.SyncFromCRS(c.Request.Context(), service.SyncFromCRSInput{
-		BaseURL:     req.BaseURL,
-		Username:    req.Username,
-		Password:    req.Password,
-		SyncProxies: syncProxies,
+		BaseURL:            req.BaseURL,
+		Username:           req.Username,
+		Password:           req.Password,
+		SyncProxies:        syncProxies,
+		SelectedAccountIDs: req.SelectedAccountIDs,
 	})
 	if err != nil {
 		// Provide detailed error message for CRS sync failures
@@ -480,6 +493,28 @@ func (h *AccountHandler) SyncFromCRS(c *gin.Context) {
 	response.Success(c, result)
 }
 
+// PreviewFromCRS handles previewing accounts from CRS before sync
+// POST /api/v1/admin/accounts/sync/crs/preview
+func (h *AccountHandler) PreviewFromCRS(c *gin.Context) {
+	var req PreviewFromCRSRequest
+	if err := c.ShouldBindJSON(&req); err != nil {
+		response.BadRequest(c, "Invalid request: "+err.Error())
+		return
+	}
+
+	result, err := h.crsSyncService.PreviewFromCRS(c.Request.Context(), service.SyncFromCRSInput{
+		BaseURL:  req.BaseURL,
+		Username: req.Username,
+		Password: req.Password,
+	})
+	if err != nil {
+		response.InternalError(c, "CRS preview failed: "+err.Error())
+		return
+	}
+
+	response.Success(c, result)
+}
+
 // Refresh handles refreshing account credentials
 // POST /api/v1/admin/accounts/:id/refresh
 func (h *AccountHandler) Refresh(c *gin.Context) {
@@ -1399,7 +1434,7 @@ func (h *AccountHandler) BatchRefreshTier(c *gin.Context) {
 	accounts := make([]*service.Account, 0)
 
 	if len(req.AccountIDs) == 0 {
-		allAccounts, _, err := h.adminService.ListAccounts(ctx, 1, 10000, "gemini", "oauth", "", "")
+		allAccounts, _, err := h.adminService.ListAccounts(ctx, 1, 10000, "gemini", "oauth", "", "", 0)
 		if err != nil {
 			response.ErrorFrom(c, err)
 			return

backend/internal/handler/admin/admin_basic_handlers_test.go

@@ -16,7 +16,7 @@ func setupAdminRouter() (*gin.Engine, *stubAdminService) {
 	router := gin.New()
 	adminSvc := newStubAdminService()
 
-	userHandler := NewUserHandler(adminSvc)
+	userHandler := NewUserHandler(adminSvc, nil)
 	groupHandler := NewGroupHandler(adminSvc)
 	proxyHandler := NewProxyHandler(adminSvc)
 	redeemHandler := NewRedeemHandler(adminSvc)

backend/internal/handler/admin/admin_service_stub_test.go

@@ -166,7 +166,7 @@ func (s *stubAdminService) GetGroupAPIKeys(ctx context.Context, groupID int64, p
 	return s.apiKeys, int64(len(s.apiKeys)), nil
 }
 
-func (s *stubAdminService) ListAccounts(ctx context.Context, page, pageSize int, platform, accountType, status, search string) ([]service.Account, int64, error) {
+func (s *stubAdminService) ListAccounts(ctx context.Context, page, pageSize int, platform, accountType, status, search string, groupID int64) ([]service.Account, int64, error) {
 	return s.accounts, int64(len(s.accounts)), nil
 }
 
@@ -357,5 +357,9 @@ func (s *stubAdminService) GetUserBalanceHistory(ctx context.Context, userID int
 	return s.redeems, int64(len(s.redeems)), 100.0, nil
 }
 
+func (s *stubAdminService) UpdateGroupSortOrders(ctx context.Context, updates []service.GroupSortOrderUpdate) error {
+	return nil
+}
+
 // Ensure stub implements interface.
 var _ service.AdminService = (*stubAdminService)(nil)

backend/internal/handler/admin/antigravity_oauth_handler.go

@@ -65,3 +65,27 @@ func (h *AntigravityOAuthHandler) ExchangeCode(c *gin.Context) {
 
 	response.Success(c, tokenInfo)
 }
+
+// AntigravityRefreshTokenRequest represents the request for validating Antigravity refresh token
+type AntigravityRefreshTokenRequest struct {
+	RefreshToken string `json:"refresh_token" binding:"required"`
+	ProxyID      *int64 `json:"proxy_id"`
+}
+
+// RefreshToken validates an Antigravity refresh token and returns full token info
+// POST /api/v1/admin/antigravity/oauth/refresh-token
+func (h *AntigravityOAuthHandler) RefreshToken(c *gin.Context) {
+	var req AntigravityRefreshTokenRequest
+	if err := c.ShouldBindJSON(&req); err != nil {
+		response.BadRequest(c, "请求无效: "+err.Error())
+		return
+	}
+
+	tokenInfo, err := h.antigravityOAuthService.ValidateRefreshToken(c.Request.Context(), req.RefreshToken, req.ProxyID)
+	if err != nil {
+		response.ErrorFrom(c, err)
+		return
+	}
+
+	response.Success(c, tokenInfo)
+}

backend/internal/handler/admin/error_passthrough_handler.go

@@ -32,6 +32,7 @@ type CreateErrorPassthroughRuleRequest struct {
 	ResponseCode    *int     `json:"response_code"`
 	PassthroughBody *bool    `json:"passthrough_body"`
 	CustomMessage   *string  `json:"custom_message"`
+	SkipMonitoring  *bool    `json:"skip_monitoring"`
 	Description     *string  `json:"description"`
 }
 
@@ -48,6 +49,7 @@ type UpdateErrorPassthroughRuleRequest struct {
 	ResponseCode    *int     `json:"response_code"`
 	PassthroughBody *bool    `json:"passthrough_body"`
 	CustomMessage   *string  `json:"custom_message"`
+	SkipMonitoring  *bool    `json:"skip_monitoring"`
 	Description     *string  `json:"description"`
 }
 
@@ -122,6 +124,9 @@ func (h *ErrorPassthroughHandler) Create(c *gin.Context) {
 	} else {
 		rule.PassthroughBody = true
 	}
+	if req.SkipMonitoring != nil {
+		rule.SkipMonitoring = *req.SkipMonitoring
+	}
 	rule.ResponseCode = req.ResponseCode
 	rule.CustomMessage = req.CustomMessage
 	rule.Description = req.Description
@@ -190,6 +195,7 @@ func (h *ErrorPassthroughHandler) Update(c *gin.Context) {
 		ResponseCode:    existing.ResponseCode,
 		PassthroughBody: existing.PassthroughBody,
 		CustomMessage:   existing.CustomMessage,
+		SkipMonitoring:  existing.SkipMonitoring,
 		Description:     existing.Description,
 	}
 
@@ -230,6 +236,9 @@ func (h *ErrorPassthroughHandler) Update(c *gin.Context) {
 	if req.Description != nil {
 		rule.Description = req.Description
 	}
+	if req.SkipMonitoring != nil {
+		rule.SkipMonitoring = *req.SkipMonitoring
+	}
 
 	// 确保切片不为 nil
 	if rule.ErrorCodes == nil {

backend/internal/handler/admin/group_handler.go

@@ -302,3 +302,36 @@ func (h *GroupHandler) GetGroupAPIKeys(c *gin.Context) {
 	}
 	response.Paginated(c, outKeys, total, page, pageSize)
 }
+
+// UpdateSortOrderRequest represents the request to update group sort orders
+type UpdateSortOrderRequest struct {
+	Updates []struct {
+		ID        int64 `json:"id" binding:"required"`
+		SortOrder int   `json:"sort_order"`
+	} `json:"updates" binding:"required,min=1"`
+}
+
+// UpdateSortOrder handles updating group sort orders
+// PUT /api/v1/admin/groups/sort-order
+func (h *GroupHandler) UpdateSortOrder(c *gin.Context) {
+	var req UpdateSortOrderRequest
+	if err := c.ShouldBindJSON(&req); err != nil {
+		response.BadRequest(c, "Invalid request: "+err.Error())
+		return
+	}
+
+	updates := make([]service.GroupSortOrderUpdate, 0, len(req.Updates))
+	for _, u := range req.Updates {
+		updates = append(updates, service.GroupSortOrderUpdate{
+			ID:        u.ID,
+			SortOrder: u.SortOrder,
+		})
+	}
+
+	if err := h.adminService.UpdateGroupSortOrders(c.Request.Context(), updates); err != nil {
+		response.ErrorFrom(c, err)
+		return
+	}
+
+	response.Success(c, gin.H{"message": "Sort order updated successfully"})
+}

backend/internal/handler/admin/redeem_handler.go

@@ -202,7 +202,7 @@ func (h *RedeemHandler) Export(c *gin.Context) {
 	writer := csv.NewWriter(&buf)
 
 	// Write header
-	if err := writer.Write([]string{"id", "code", "type", "value", "status", "used_by", "used_at", "created_at"}); err != nil {
+	if err := writer.Write([]string{"id", "code", "type", "value", "status", "used_by", "used_by_email", "used_at", "created_at"}); err != nil {
 		response.InternalError(c, "Failed to export redeem codes: "+err.Error())
 		return
 	}
@@ -213,6 +213,10 @@ func (h *RedeemHandler) Export(c *gin.Context) {
 		if code.UsedBy != nil {
 			usedBy = fmt.Sprintf("%d", *code.UsedBy)
 		}
+		usedByEmail := ""
+		if code.User != nil {
+			usedByEmail = code.User.Email
+		}
 		usedAt := ""
 		if code.UsedAt != nil {
 			usedAt = code.UsedAt.Format("2006-01-02 15:04:05")
@@ -224,6 +228,7 @@ func (h *RedeemHandler) Export(c *gin.Context) {
 			fmt.Sprintf("%.2f", code.Value),
 			code.Status,
 			usedBy,
+			usedByEmail,
 			usedAt,
 			code.CreatedAt.Format("2006-01-02 15:04:05"),
 		}); err != nil {

backend/internal/handler/admin/user_handler.go

@@ -11,15 +11,23 @@ import (
 	"github.com/gin-gonic/gin"
 )
 
+// UserWithConcurrency wraps AdminUser with current concurrency info
+type UserWithConcurrency struct {
+	dto.AdminUser
+	CurrentConcurrency int `json:"current_concurrency"`
+}
+
 // UserHandler handles admin user management
 type UserHandler struct {
-	adminService service.AdminService
+	adminService       service.AdminService
+	concurrencyService *service.ConcurrencyService
 }
 
 // NewUserHandler creates a new admin user handler
-func NewUserHandler(adminService service.AdminService) *UserHandler {
+func NewUserHandler(adminService service.AdminService, concurrencyService *service.ConcurrencyService) *UserHandler {
 	return &UserHandler{
-		adminService: adminService,
+		adminService:       adminService,
+		concurrencyService: concurrencyService,
 	}
 }
 
@@ -87,10 +95,30 @@ func (h *UserHandler) List(c *gin.Context) {
 		return
 	}
 
-	out := make([]dto.AdminUser, 0, len(users))
-	for i := range users {
-		out = append(out, *dto.UserFromServiceAdmin(&users[i]))
+	// Batch get current concurrency (nil map if unavailable)
+	var loadInfo map[int64]*service.UserLoadInfo
+	if len(users) > 0 && h.concurrencyService != nil {
+		usersConcurrency := make([]service.UserWithConcurrency, len(users))
+		for i := range users {
+			usersConcurrency[i] = service.UserWithConcurrency{
+				ID:             users[i].ID,
+				MaxConcurrency: users[i].Concurrency,
+			}
+		}
+		loadInfo, _ = h.concurrencyService.GetUsersLoadBatch(c.Request.Context(), usersConcurrency)
 	}
+
+	// Build response with concurrency info
+	out := make([]UserWithConcurrency, len(users))
+	for i := range users {
+		out[i] = UserWithConcurrency{
+			AdminUser: *dto.UserFromServiceAdmin(&users[i]),
+		}
+		if info := loadInfo[users[i].ID]; info != nil {
+			out[i].CurrentConcurrency = info.CurrentConcurrency
+		}
+	}
+
 	response.Paginated(c, out, total, page, pageSize)
 }
 

backend/internal/handler/dto/mappers.go

@@ -115,6 +115,7 @@ func GroupFromServiceAdmin(g *service.Group) *AdminGroup {
 		MCPXMLInject:         g.MCPXMLInject,
 		SupportedModelScopes: g.SupportedModelScopes,
 		AccountCount:         g.AccountCount,
+		SortOrder:            g.SortOrder,
 	}
 	if len(g.AccountGroups) > 0 {
 		out.AccountGroups = make([]AccountGroup, 0, len(g.AccountGroups))

backend/internal/handler/dto/types.go

@@ -2,11 +2,6 @@ package dto
 
 import "time"
 
-type ScopeRateLimitInfo struct {
-	ResetAt      time.Time `json:"reset_at"`
-	RemainingSec int64     `json:"remaining_sec"`
-}
-
 type User struct {
 	ID            int64     `json:"id"`
 	Email         string    `json:"email"`
@@ -98,6 +93,9 @@ type AdminGroup struct {
 	SupportedModelScopes []string       `json:"supported_model_scopes"`
 	AccountGroups        []AccountGroup `json:"account_groups,omitempty"`
 	AccountCount         int64          `json:"account_count,omitempty"`
+
+	// 分组排序
+	SortOrder int `json:"sort_order"`
 }
 
 type Account struct {
@@ -126,9 +124,6 @@ type Account struct {
 	RateLimitResetAt *time.Time `json:"rate_limit_reset_at"`
 	OverloadUntil    *time.Time `json:"overload_until"`
 
-	// Antigravity scope 级限流状态（从 extra 提取）
-	ScopeRateLimits map[string]ScopeRateLimitInfo `json:"scope_rate_limits,omitempty"`
-
 	TempUnschedulableUntil  *time.Time `json:"temp_unschedulable_until"`
 	TempUnschedulableReason string     `json:"temp_unschedulable_reason"`
 

backend/internal/handler/gateway_handler.go

@@ -13,6 +13,7 @@ import (
 	"time"
 
 	"github.com/Wei-Shaw/sub2api/internal/config"
+	"github.com/Wei-Shaw/sub2api/internal/domain"
 	"github.com/Wei-Shaw/sub2api/internal/pkg/antigravity"
 	"github.com/Wei-Shaw/sub2api/internal/pkg/claude"
 	"github.com/Wei-Shaw/sub2api/internal/pkg/ctxkey"
@@ -114,7 +115,7 @@ func (h *GatewayHandler) Messages(c *gin.Context) {
 
 	setOpsRequestContext(c, "", false, body)
 
-	parsedReq, err := service.ParseGatewayRequest(body)
+	parsedReq, err := service.ParseGatewayRequest(body, domain.PlatformAnthropic)
 	if err != nil {
 		h.errorResponse(c, http.StatusBadRequest, "invalid_request_error", "Failed to parse request body")
 		return
@@ -203,6 +204,11 @@ func (h *GatewayHandler) Messages(c *gin.Context) {
 	}
 
 	// 计算粘性会话hash
+	parsedReq.SessionContext = &service.SessionContext{
+		ClientIP:  ip.GetClientIP(c),
+		UserAgent: c.GetHeader("User-Agent"),
+		APIKeyID:  apiKey.ID,
+	}
 	sessionHash := h.gatewayService.GenerateSessionHash(parsedReq)
 
 	// 获取平台：优先使用强制平台（/antigravity 路由，中间件已设置 request.Context），否则使用分组平台
@@ -229,9 +235,17 @@ func (h *GatewayHandler) Messages(c *gin.Context) {
 		maxAccountSwitches := h.maxAccountSwitchesGemini
 		switchCount := 0
 		failedAccountIDs := make(map[int64]struct{})
+		sameAccountRetryCount := make(map[int64]int) // 同账号重试计数
 		var lastFailoverErr *service.UpstreamFailoverError
 		var forceCacheBilling bool // 粘性会话切换时的缓存计费标记
 
+		// 单账号分组提前设置 SingleAccountRetry 标记，让 Service 层首次 503 就不设模型限流标记。
+		// 避免单账号分组收到 503 (MODEL_CAPACITY_EXHAUSTED) 时设 29s 限流，导致后续请求连续快速失败。
+		if h.gatewayService.IsSingleAntigravityAccountGroup(c.Request.Context(), apiKey.GroupID) {
+			ctx := context.WithValue(c.Request.Context(), ctxkey.SingleAccountRetry, true)
+			c.Request = c.Request.WithContext(ctx)
+		}
+
 		for {
 			selection, err := h.gatewayService.SelectAccountWithLoadAwareness(c.Request.Context(), apiKey.GroupID, sessionKey, reqModel, failedAccountIDs, "") // Gemini 不使用会话限制
 			if err != nil {
@@ -239,6 +253,19 @@ func (h *GatewayHandler) Messages(c *gin.Context) {
 					h.handleStreamingAwareError(c, http.StatusServiceUnavailable, "api_error", "No available accounts: "+err.Error(), streamStarted)
 					return
 				}
+				// Antigravity 单账号退避重试：分组内没有其他可用账号时，
+				// 对 503 错误不直接返回，而是清除排除列表、等待退避后重试同一个账号。
+				// 谷歌上游 503 (MODEL_CAPACITY_EXHAUSTED) 通常是暂时性的，等几秒就能恢复。
+				if lastFailoverErr != nil && lastFailoverErr.StatusCode == http.StatusServiceUnavailable && switchCount <= maxAccountSwitches {
+					if sleepAntigravitySingleAccountBackoff(c.Request.Context(), switchCount) {
+						log.Printf("Antigravity single-account 503 retry: clearing failed accounts, retry %d/%d", switchCount, maxAccountSwitches)
+						failedAccountIDs = make(map[int64]struct{})
+						// 设置 context 标记，让 Service 层预检查等待限流过期而非直接切换
+						ctx := context.WithValue(c.Request.Context(), ctxkey.SingleAccountRetry, true)
+						c.Request = c.Request.WithContext(ctx)
+						continue
+					}
+				}
 				if lastFailoverErr != nil {
 					h.handleFailoverExhausted(c, lastFailoverErr, service.PlatformGemini, streamStarted)
 				} else {
@@ -333,17 +360,39 @@ func (h *GatewayHandler) Messages(c *gin.Context) {
 			if err != nil {
 				var failoverErr *service.UpstreamFailoverError
 				if errors.As(err, &failoverErr) {
-					failedAccountIDs[account.ID] = struct{}{}
 					lastFailoverErr = failoverErr
-					if failoverErr.ForceCacheBilling {
+					if needForceCacheBilling(hasBoundSession, failoverErr) {
 						forceCacheBilling = true
 					}
+
+					// 同账号重试：对 RetryableOnSameAccount 的临时性错误，先在同一账号上重试
+					if failoverErr.RetryableOnSameAccount && sameAccountRetryCount[account.ID] < maxSameAccountRetries {
+						sameAccountRetryCount[account.ID]++
+						log.Printf("Account %d: retryable error %d, same-account retry %d/%d",
+							account.ID, failoverErr.StatusCode, sameAccountRetryCount[account.ID], maxSameAccountRetries)
+						if !sleepSameAccountRetryDelay(c.Request.Context()) {
+							return
+						}
+						continue
+					}
+
+					// 同账号重试用尽，执行临时封禁并切换账号
+					if failoverErr.RetryableOnSameAccount {
+						h.gatewayService.TempUnscheduleRetryableError(c.Request.Context(), account.ID, failoverErr)
+					}
+
+					failedAccountIDs[account.ID] = struct{}{}
 					if switchCount >= maxAccountSwitches {
 						h.handleFailoverExhausted(c, failoverErr, service.PlatformGemini, streamStarted)
 						return
 					}
 					switchCount++
 					log.Printf("Account %d: upstream error %d, switching account %d/%d", account.ID, failoverErr.StatusCode, switchCount, maxAccountSwitches)
+					if account.Platform == service.PlatformAntigravity {
+						if !sleepFailoverDelay(c.Request.Context(), switchCount) {
+							return
+						}
+					}
 					continue
 				}
 				// 错误响应已在Forward中处理，这里只记录日志
@@ -385,10 +434,18 @@ func (h *GatewayHandler) Messages(c *gin.Context) {
 	}
 	fallbackUsed := false
 
+	// 单账号分组提前设置 SingleAccountRetry 标记，让 Service 层首次 503 就不设模型限流标记。
+	// 避免单账号分组收到 503 (MODEL_CAPACITY_EXHAUSTED) 时设 29s 限流，导致后续请求连续快速失败。
+	if h.gatewayService.IsSingleAntigravityAccountGroup(c.Request.Context(), currentAPIKey.GroupID) {
+		ctx := context.WithValue(c.Request.Context(), ctxkey.SingleAccountRetry, true)
+		c.Request = c.Request.WithContext(ctx)
+	}
+
 	for {
 		maxAccountSwitches := h.maxAccountSwitches
 		switchCount := 0
 		failedAccountIDs := make(map[int64]struct{})
+		sameAccountRetryCount := make(map[int64]int) // 同账号重试计数
 		var lastFailoverErr *service.UpstreamFailoverError
 		retryWithFallback := false
 		var forceCacheBilling bool // 粘性会话切换时的缓存计费标记
@@ -401,6 +458,19 @@ func (h *GatewayHandler) Messages(c *gin.Context) {
 					h.handleStreamingAwareError(c, http.StatusServiceUnavailable, "api_error", "No available accounts: "+err.Error(), streamStarted)
 					return
 				}
+				// Antigravity 单账号退避重试：分组内没有其他可用账号时，
+				// 对 503 错误不直接返回，而是清除排除列表、等待退避后重试同一个账号。
+				// 谷歌上游 503 (MODEL_CAPACITY_EXHAUSTED) 通常是暂时性的，等几秒就能恢复。
+				if lastFailoverErr != nil && lastFailoverErr.StatusCode == http.StatusServiceUnavailable && switchCount <= maxAccountSwitches {
+					if sleepAntigravitySingleAccountBackoff(c.Request.Context(), switchCount) {
+						log.Printf("Antigravity single-account 503 retry: clearing failed accounts, retry %d/%d", switchCount, maxAccountSwitches)
+						failedAccountIDs = make(map[int64]struct{})
+						// 设置 context 标记，让 Service 层预检查等待限流过期而非直接切换
+						ctx := context.WithValue(c.Request.Context(), ctxkey.SingleAccountRetry, true)
+						c.Request = c.Request.WithContext(ctx)
+						continue
+					}
+				}
 				if lastFailoverErr != nil {
 					h.handleFailoverExhausted(c, lastFailoverErr, platform, streamStarted)
 				} else {
@@ -482,7 +552,7 @@ func (h *GatewayHandler) Messages(c *gin.Context) {
 			if switchCount > 0 {
 				requestCtx = context.WithValue(requestCtx, ctxkey.AccountSwitchCount, switchCount)
 			}
-			if account.Platform == service.PlatformAntigravity {
+			if account.Platform == service.PlatformAntigravity && account.Type != service.AccountTypeAPIKey {
 				result, err = h.antigravityGatewayService.Forward(requestCtx, c, account, body, hasBoundSession)
 			} else {
 				result, err = h.gatewayService.Forward(requestCtx, c, account, parsedReq)
@@ -528,17 +598,39 @@ func (h *GatewayHandler) Messages(c *gin.Context) {
 				}
 				var failoverErr *service.UpstreamFailoverError
 				if errors.As(err, &failoverErr) {
-					failedAccountIDs[account.ID] = struct{}{}
 					lastFailoverErr = failoverErr
-					if failoverErr.ForceCacheBilling {
+					if needForceCacheBilling(hasBoundSession, failoverErr) {
 						forceCacheBilling = true
 					}
+
+					// 同账号重试：对 RetryableOnSameAccount 的临时性错误，先在同一账号上重试
+					if failoverErr.RetryableOnSameAccount && sameAccountRetryCount[account.ID] < maxSameAccountRetries {
+						sameAccountRetryCount[account.ID]++
+						log.Printf("Account %d: retryable error %d, same-account retry %d/%d",
+							account.ID, failoverErr.StatusCode, sameAccountRetryCount[account.ID], maxSameAccountRetries)
+						if !sleepSameAccountRetryDelay(c.Request.Context()) {
+							return
+						}
+						continue
+					}
+
+					// 同账号重试用尽，执行临时封禁并切换账号
+					if failoverErr.RetryableOnSameAccount {
+						h.gatewayService.TempUnscheduleRetryableError(c.Request.Context(), account.ID, failoverErr)
+					}
+
+					failedAccountIDs[account.ID] = struct{}{}
 					if switchCount >= maxAccountSwitches {
 						h.handleFailoverExhausted(c, failoverErr, account.Platform, streamStarted)
 						return
 					}
 					switchCount++
 					log.Printf("Account %d: upstream error %d, switching account %d/%d", account.ID, failoverErr.StatusCode, switchCount, maxAccountSwitches)
+					if account.Platform == service.PlatformAntigravity {
+						if !sleepFailoverDelay(c.Request.Context(), switchCount) {
+							return
+						}
+					}
 					continue
 				}
 				// 错误响应已在Forward中处理，这里只记录日志
@@ -801,6 +893,65 @@ func (h *GatewayHandler) handleConcurrencyError(c *gin.Context, err error, slotT
 		fmt.Sprintf("Concurrency limit exceeded for %s, please retry later", slotType), streamStarted)
 }
 
+// needForceCacheBilling 判断 failover 时是否需要强制缓存计费
+// 粘性会话切换账号、或上游明确标记时，将 input_tokens 转为 cache_read 计费
+func needForceCacheBilling(hasBoundSession bool, failoverErr *service.UpstreamFailoverError) bool {
+	return hasBoundSession || (failoverErr != nil && failoverErr.ForceCacheBilling)
+}
+
+const (
+	// maxSameAccountRetries 同账号重试次数上限（针对 RetryableOnSameAccount 错误）
+	maxSameAccountRetries = 2
+	// sameAccountRetryDelay 同账号重试间隔
+	sameAccountRetryDelay = 500 * time.Millisecond
+)
+
+// sleepSameAccountRetryDelay 同账号重试固定延时，返回 false 表示 context 已取消。
+func sleepSameAccountRetryDelay(ctx context.Context) bool {
+	select {
+	case <-ctx.Done():
+		return false
+	case <-time.After(sameAccountRetryDelay):
+		return true
+	}
+}
+
+// sleepFailoverDelay 账号切换线性递增延时：第1次0s、第2次1s、第3次2s…
+// 返回 false 表示 context 已取消。
+func sleepFailoverDelay(ctx context.Context, switchCount int) bool {
+	delay := time.Duration(switchCount-1) * time.Second
+	if delay <= 0 {
+		return true
+	}
+	select {
+	case <-ctx.Done():
+		return false
+	case <-time.After(delay):
+		return true
+	}
+}
+
+// sleepAntigravitySingleAccountBackoff Antigravity 平台单账号分组的 503 退避重试延时。
+// 当分组内只有一个可用账号且上游返回 503（MODEL_CAPACITY_EXHAUSTED）时使用，
+// 采用短固定延时策略。Service 层在 SingleAccountRetry 模式下已经做了充分的原地重试
+// （最多 3 次、总等待 30s），所以 Handler 层的退避只需短暂等待即可。
+// 返回 false 表示 context 已取消。
+func sleepAntigravitySingleAccountBackoff(ctx context.Context, retryCount int) bool {
+	// 固定短延时：2s
+	// Service 层已经在原地等待了足够长的时间（retryDelay × 重试次数），
+	// Handler 层只需短暂间隔后重新进入 Service 层即可。
+	const delay = 2 * time.Second
+
+	log.Printf("Antigravity single-account 503 backoff: waiting %v before retry (attempt %d)", delay, retryCount)
+
+	select {
+	case <-ctx.Done():
+		return false
+	case <-time.After(delay):
+		return true
+	}
+}
+
 func (h *GatewayHandler) handleFailoverExhausted(c *gin.Context, failoverErr *service.UpstreamFailoverError, platform string, streamStarted bool) {
 	statusCode := failoverErr.StatusCode
 	responseBody := failoverErr.ResponseBody
@@ -820,6 +971,10 @@ func (h *GatewayHandler) handleFailoverExhausted(c *gin.Context, failoverErr *se
 				msg = *rule.CustomMessage
 			}
 
+			if rule.SkipMonitoring {
+				c.Set(service.OpsSkipPassthroughKey, true)
+			}
+
 			h.handleStreamingAwareError(c, respCode, "upstream_error", msg, streamStarted)
 			return
 		}
@@ -934,7 +1089,7 @@ func (h *GatewayHandler) CountTokens(c *gin.Context) {
 
 	setOpsRequestContext(c, "", false, body)
 
-	parsedReq, err := service.ParseGatewayRequest(body)
+	parsedReq, err := service.ParseGatewayRequest(body, domain.PlatformAnthropic)
 	if err != nil {
 		h.errorResponse(c, http.StatusBadRequest, "invalid_request_error", "Failed to parse request body")
 		return
@@ -962,6 +1117,11 @@ func (h *GatewayHandler) CountTokens(c *gin.Context) {
 	}
 
 	// 计算粘性会话 hash
+	parsedReq.SessionContext = &service.SessionContext{
+		ClientIP:  ip.GetClientIP(c),
+		UserAgent: c.GetHeader("User-Agent"),
+		APIKeyID:  apiKey.ID,
+	}
 	sessionHash := h.gatewayService.GenerateSessionHash(parsedReq)
 
 	// 选择支持该模型的账号

backend/internal/handler/gateway_handler_single_account_retry_test.go

@@ -0,0 +1,51 @@
+package handler
+
+import (
+	"context"
+	"testing"
+	"time"
+
+	"github.com/stretchr/testify/require"
+)
+
+// ---------------------------------------------------------------------------
+// sleepAntigravitySingleAccountBackoff 测试
+// ---------------------------------------------------------------------------
+
+func TestSleepAntigravitySingleAccountBackoff_ReturnsTrue(t *testing.T) {
+	ctx := context.Background()
+	start := time.Now()
+	ok := sleepAntigravitySingleAccountBackoff(ctx, 1)
+	elapsed := time.Since(start)
+
+	require.True(t, ok, "should return true when context is not canceled")
+	// 固定延迟 2s
+	require.GreaterOrEqual(t, elapsed, 1500*time.Millisecond, "should wait approximately 2s")
+	require.Less(t, elapsed, 5*time.Second, "should not wait too long")
+}
+
+func TestSleepAntigravitySingleAccountBackoff_ContextCanceled(t *testing.T) {
+	ctx, cancel := context.WithCancel(context.Background())
+	cancel() // 立即取消
+
+	start := time.Now()
+	ok := sleepAntigravitySingleAccountBackoff(ctx, 1)
+	elapsed := time.Since(start)
+
+	require.False(t, ok, "should return false when context is canceled")
+	require.Less(t, elapsed, 500*time.Millisecond, "should return immediately on cancel")
+}
+
+func TestSleepAntigravitySingleAccountBackoff_FixedDelay(t *testing.T) {
+	// 验证不同 retryCount 都使用固定 2s 延迟
+	ctx := context.Background()
+
+	start := time.Now()
+	ok := sleepAntigravitySingleAccountBackoff(ctx, 5)
+	elapsed := time.Since(start)
+
+	require.True(t, ok)
+	// 即使 retryCount=5，延迟仍然是固定的 2s
+	require.GreaterOrEqual(t, elapsed, 1500*time.Millisecond)
+	require.Less(t, elapsed, 5*time.Second)
+}

backend/internal/handler/gemini_v1beta_handler.go

@@ -14,6 +14,7 @@ import (
 	"strings"
 	"time"
 
+	"github.com/Wei-Shaw/sub2api/internal/domain"
 	"github.com/Wei-Shaw/sub2api/internal/pkg/antigravity"
 	"github.com/Wei-Shaw/sub2api/internal/pkg/ctxkey"
 	"github.com/Wei-Shaw/sub2api/internal/pkg/gemini"
@@ -30,13 +31,6 @@ import (
 // 匹配格式: /Users/xxx/.gemini/tmp/[64位十六进制哈希]
 var geminiCLITmpDirRegex = regexp.MustCompile(`/\.gemini/tmp/([A-Fa-f0-9]{64})`)
 
-func isGeminiCLIRequest(c *gin.Context, body []byte) bool {
-	if strings.TrimSpace(c.GetHeader("x-gemini-api-privileged-user-id")) != "" {
-		return true
-	}
-	return geminiCLITmpDirRegex.Match(body)
-}
-
 // GeminiV1BetaListModels proxies:
 // GET /v1beta/models
 func (h *GatewayHandler) GeminiV1BetaListModels(c *gin.Context) {
@@ -239,7 +233,14 @@ func (h *GatewayHandler) GeminiV1BetaModels(c *gin.Context) {
 	sessionHash := extractGeminiCLISessionHash(c, body)
 	if sessionHash == "" {
 		// Fallback: 使用通用的会话哈希生成逻辑（适用于其他客户端）
-		parsedReq, _ := service.ParseGatewayRequest(body)
+		parsedReq, _ := service.ParseGatewayRequest(body, domain.PlatformGemini)
+		if parsedReq != nil {
+			parsedReq.SessionContext = &service.SessionContext{
+				ClientIP:  ip.GetClientIP(c),
+				UserAgent: c.GetHeader("User-Agent"),
+				APIKeyID:  apiKey.ID,
+			}
+		}
 		sessionHash = h.gatewayService.GenerateSessionHash(parsedReq)
 	}
 	sessionKey := sessionHash
@@ -258,6 +259,7 @@ func (h *GatewayHandler) GeminiV1BetaModels(c *gin.Context) {
 	var geminiDigestChain string
 	var geminiPrefixHash string
 	var geminiSessionUUID string
+	var matchedDigestChain string
 	useDigestFallback := sessionBoundAccountID == 0
 
 	if useDigestFallback {
@@ -284,13 +286,14 @@ func (h *GatewayHandler) GeminiV1BetaModels(c *gin.Context) {
 				)
 
 				// 查找会话
-				foundUUID, foundAccountID, found := h.gatewayService.FindGeminiSession(
+				foundUUID, foundAccountID, foundMatchedChain, found := h.gatewayService.FindGeminiSession(
 					c.Request.Context(),
 					derefGroupID(apiKey.GroupID),
 					geminiPrefixHash,
 					geminiDigestChain,
 				)
 				if found {
+					matchedDigestChain = foundMatchedChain
 					sessionBoundAccountID = foundAccountID
 					geminiSessionUUID = foundUUID
 					log.Printf("[Gemini] Digest fallback matched: uuid=%s, accountID=%d, chain=%s",
@@ -316,7 +319,6 @@ func (h *GatewayHandler) GeminiV1BetaModels(c *gin.Context) {
 
 	// 判断是否真的绑定了粘性会话：有 sessionKey 且已经绑定到某个账号
 	hasBoundSession := sessionKey != "" && sessionBoundAccountID > 0
-	isCLI := isGeminiCLIRequest(c, body)
 	cleanedForUnknownBinding := false
 
 	maxAccountSwitches := h.maxAccountSwitchesGemini
@@ -325,6 +327,13 @@ func (h *GatewayHandler) GeminiV1BetaModels(c *gin.Context) {
 	var lastFailoverErr *service.UpstreamFailoverError
 	var forceCacheBilling bool // 粘性会话切换时的缓存计费标记
 
+	// 单账号分组提前设置 SingleAccountRetry 标记，让 Service 层首次 503 就不设模型限流标记。
+	// 避免单账号分组收到 503 (MODEL_CAPACITY_EXHAUSTED) 时设 29s 限流，导致后续请求连续快速失败。
+	if h.gatewayService.IsSingleAntigravityAccountGroup(c.Request.Context(), apiKey.GroupID) {
+		ctx := context.WithValue(c.Request.Context(), ctxkey.SingleAccountRetry, true)
+		c.Request = c.Request.WithContext(ctx)
+	}
+
 	for {
 		selection, err := h.gatewayService.SelectAccountWithLoadAwareness(c.Request.Context(), apiKey.GroupID, sessionKey, modelName, failedAccountIDs, "") // Gemini 不使用会话限制
 		if err != nil {
@@ -332,6 +341,19 @@ func (h *GatewayHandler) GeminiV1BetaModels(c *gin.Context) {
 				googleError(c, http.StatusServiceUnavailable, "No available Gemini accounts: "+err.Error())
 				return
 			}
+			// Antigravity 单账号退避重试：分组内没有其他可用账号时，
+			// 对 503 错误不直接返回，而是清除排除列表、等待退避后重试同一个账号。
+			// 谷歌上游 503 (MODEL_CAPACITY_EXHAUSTED) 通常是暂时性的，等几秒就能恢复。
+			if lastFailoverErr != nil && lastFailoverErr.StatusCode == http.StatusServiceUnavailable && switchCount <= maxAccountSwitches {
+				if sleepAntigravitySingleAccountBackoff(c.Request.Context(), switchCount) {
+					log.Printf("Antigravity single-account 503 retry: clearing failed accounts, retry %d/%d", switchCount, maxAccountSwitches)
+					failedAccountIDs = make(map[int64]struct{})
+					// 设置 context 标记，让 Service 层预检查等待限流过期而非直接切换
+					ctx := context.WithValue(c.Request.Context(), ctxkey.SingleAccountRetry, true)
+					c.Request = c.Request.WithContext(ctx)
+					continue
+				}
+			}
 			h.handleGeminiFailoverExhausted(c, lastFailoverErr)
 			return
 		}
@@ -344,10 +366,10 @@ func (h *GatewayHandler) GeminiV1BetaModels(c *gin.Context) {
 			log.Printf("[Gemini] Sticky session account switched: %d -> %d, cleaning thoughtSignature", sessionBoundAccountID, account.ID)
 			body = service.CleanGeminiNativeThoughtSignatures(body)
 			sessionBoundAccountID = account.ID
-		} else if sessionKey != "" && sessionBoundAccountID == 0 && isCLI && !cleanedForUnknownBinding && bytes.Contains(body, []byte(`"thoughtSignature"`)) {
-			// 无缓存绑定但请求里已有 thoughtSignature：常见于缓存丢失/TTL 过期后，CLI 继续携带旧签名。
+		} else if sessionKey != "" && sessionBoundAccountID == 0 && !cleanedForUnknownBinding && bytes.Contains(body, []byte(`"thoughtSignature"`)) {
+			// 无缓存绑定但请求里已有 thoughtSignature：常见于缓存丢失/TTL 过期后，客户端继续携带旧签名。
 			// 为避免第一次转发就 400，这里做一次确定性清理，让新账号重新生成签名链路。
-			log.Printf("[Gemini] Sticky session binding missing for CLI request, cleaning thoughtSignature proactively")
+			log.Printf("[Gemini] Sticky session binding missing, cleaning thoughtSignature proactively")
 			body = service.CleanGeminiNativeThoughtSignatures(body)
 			cleanedForUnknownBinding = true
 			sessionBoundAccountID = account.ID
@@ -410,7 +432,7 @@ func (h *GatewayHandler) GeminiV1BetaModels(c *gin.Context) {
 		if switchCount > 0 {
 			requestCtx = context.WithValue(requestCtx, ctxkey.AccountSwitchCount, switchCount)
 		}
-		if account.Platform == service.PlatformAntigravity {
+		if account.Platform == service.PlatformAntigravity && account.Type != service.AccountTypeAPIKey {
 			result, err = h.antigravityGatewayService.ForwardGemini(requestCtx, c, account, modelName, action, stream, body, hasBoundSession)
 		} else {
 			result, err = h.geminiCompatService.ForwardNative(requestCtx, c, account, modelName, action, stream, body)
@@ -422,7 +444,7 @@ func (h *GatewayHandler) GeminiV1BetaModels(c *gin.Context) {
 			var failoverErr *service.UpstreamFailoverError
 			if errors.As(err, &failoverErr) {
 				failedAccountIDs[account.ID] = struct{}{}
-				if failoverErr.ForceCacheBilling {
+				if needForceCacheBilling(hasBoundSession, failoverErr) {
 					forceCacheBilling = true
 				}
 				if switchCount >= maxAccountSwitches {
@@ -433,6 +455,11 @@ func (h *GatewayHandler) GeminiV1BetaModels(c *gin.Context) {
 				lastFailoverErr = failoverErr
 				switchCount++
 				log.Printf("Gemini account %d: upstream error %d, switching account %d/%d", account.ID, failoverErr.StatusCode, switchCount, maxAccountSwitches)
+				if account.Platform == service.PlatformAntigravity {
+					if !sleepFailoverDelay(c.Request.Context(), switchCount) {
+						return
+					}
+				}
 				continue
 			}
 			// ForwardNative already wrote the response
@@ -453,6 +480,7 @@ func (h *GatewayHandler) GeminiV1BetaModels(c *gin.Context) {
 				geminiDigestChain,
 				geminiSessionUUID,
 				account.ID,
+				matchedDigestChain,
 			); err != nil {
 				log.Printf("[Gemini] Failed to save digest session: %v", err)
 			}
@@ -526,6 +554,10 @@ func (h *GatewayHandler) handleGeminiFailoverExhausted(c *gin.Context, failoverE
 				msg = *rule.CustomMessage
 			}
 
+			if rule.SkipMonitoring {
+				c.Set(service.OpsSkipPassthroughKey, true)
+			}
+
 			googleError(c, respCode, msg)
 			return
 		}

backend/internal/handler/openai_gateway_handler.go

@@ -354,6 +354,10 @@ func (h *OpenAIGatewayHandler) handleFailoverExhausted(c *gin.Context, failoverE
 				msg = *rule.CustomMessage
 			}
 
+			if rule.SkipMonitoring {
+				c.Set(service.OpsSkipPassthroughKey, true)
+			}
+
 			h.handleStreamingAwareError(c, respCode, "upstream_error", msg, streamStarted)
 			return
 		}

backend/internal/handler/ops_error_logger.go

@@ -537,6 +537,13 @@ func OpsErrorLoggerMiddleware(ops *service.OpsService) gin.HandlerFunc {
 			// Store request headers/body only when an upstream error occurred to keep overhead minimal.
 			entry.RequestHeadersJSON = extractOpsRetryRequestHeaders(c)
 
+			// Skip logging if a passthrough rule with skip_monitoring=true matched.
+			if v, ok := c.Get(service.OpsSkipPassthroughKey); ok {
+				if skip, _ := v.(bool); skip {
+					return
+				}
+			}
+
 			enqueueOpsErrorLog(ops, entry, requestBody)
 			return
 		}
@@ -544,6 +551,13 @@ func OpsErrorLoggerMiddleware(ops *service.OpsService) gin.HandlerFunc {
 		body := w.buf.Bytes()
 		parsed := parseOpsErrorResponse(body)
 
+		// Skip logging if a passthrough rule with skip_monitoring=true matched.
+		if v, ok := c.Get(service.OpsSkipPassthroughKey); ok {
+			if skip, _ := v.(bool); skip {
+				return
+			}
+		}
+
 		// Skip logging if the error should be filtered based on settings
 		if shouldSkipOpsErrorLog(c.Request.Context(), ops, parsed.Message, string(body), c.Request.URL.Path) {
 			return

backend/internal/model/error_passthrough_rule.go

@@ -18,6 +18,7 @@ type ErrorPassthroughRule struct {
 	ResponseCode    *int      `json:"response_code"`    // 自定义状态码（passthrough_code=false 时使用）
 	PassthroughBody bool      `json:"passthrough_body"` // 是否透传原始错误信息
 	CustomMessage   *string   `json:"custom_message"`   // 自定义错误信息（passthrough_body=false 时使用）
+	SkipMonitoring  bool      `json:"skip_monitoring"`  // 是否跳过运维监控记录
 	Description     *string   `json:"description"`      // 规则描述
 	CreatedAt       time.Time `json:"created_at"`
 	UpdatedAt       time.Time `json:"updated_at"`

backend/internal/pkg/antigravity/claude_types.go

@@ -27,7 +27,7 @@ type ClaudeMessage struct {
 
 // ThinkingConfig Thinking 配置
 type ThinkingConfig struct {
-	Type         string `json:"type"`                    // "enabled" or "disabled"
+	Type         string `json:"type"`                    // "enabled" / "adaptive" / "disabled"
 	BudgetTokens int    `json:"budget_tokens,omitempty"` // thinking budget
 }
 

backend/internal/pkg/antigravity/client.go

@@ -115,6 +115,23 @@ type LoadCodeAssistResponse struct {
 	IneligibleTiers         []*IneligibleTier `json:"ineligibleTiers,omitempty"`
 }
 
+// OnboardUserRequest onboardUser 请求
+type OnboardUserRequest struct {
+	TierID   string `json:"tierId"`
+	Metadata struct {
+		IDEType    string `json:"ideType"`
+		Platform   string `json:"platform,omitempty"`
+		PluginType string `json:"pluginType,omitempty"`
+	} `json:"metadata"`
+}
+
+// OnboardUserResponse onboardUser 响应
+type OnboardUserResponse struct {
+	Name     string         `json:"name,omitempty"`
+	Done     bool           `json:"done"`
+	Response map[string]any `json:"response,omitempty"`
+}
+
 // GetTier 获取账户类型
 // 优先返回 paidTier（付费订阅级别），否则返回 currentTier
 func (r *LoadCodeAssistResponse) GetTier() string {
@@ -361,6 +378,117 @@ func (c *Client) LoadCodeAssist(ctx context.Context, accessToken string) (*LoadC
 	return nil, nil, lastErr
 }
 
+// OnboardUser 触发账号 onboarding，并返回 project_id
+// 说明：
+// 1) 部分账号 loadCodeAssist 不会立即返回 cloudaicompanionProject；
+// 2) 这时需要调用 onboardUser 完成初始化，之后才能拿到 project_id。
+func (c *Client) OnboardUser(ctx context.Context, accessToken, tierID string) (string, error) {
+	tierID = strings.TrimSpace(tierID)
+	if tierID == "" {
+		return "", fmt.Errorf("tier_id 为空")
+	}
+
+	reqBody := OnboardUserRequest{TierID: tierID}
+	reqBody.Metadata.IDEType = "ANTIGRAVITY"
+	reqBody.Metadata.Platform = "PLATFORM_UNSPECIFIED"
+	reqBody.Metadata.PluginType = "GEMINI"
+
+	bodyBytes, err := json.Marshal(reqBody)
+	if err != nil {
+		return "", fmt.Errorf("序列化请求失败: %w", err)
+	}
+
+	availableURLs := BaseURLs
+	var lastErr error
+
+	for urlIdx, baseURL := range availableURLs {
+		apiURL := baseURL + "/v1internal:onboardUser"
+
+		for attempt := 1; attempt <= 5; attempt++ {
+			req, err := http.NewRequestWithContext(ctx, http.MethodPost, apiURL, bytes.NewReader(bodyBytes))
+			if err != nil {
+				lastErr = fmt.Errorf("创建请求失败: %w", err)
+				break
+			}
+			req.Header.Set("Authorization", "Bearer "+accessToken)
+			req.Header.Set("Content-Type", "application/json")
+			req.Header.Set("User-Agent", UserAgent)
+
+			resp, err := c.httpClient.Do(req)
+			if err != nil {
+				lastErr = fmt.Errorf("onboardUser 请求失败: %w", err)
+				if shouldFallbackToNextURL(err, 0) && urlIdx < len(availableURLs)-1 {
+					log.Printf("[antigravity] onboardUser URL fallback: %s -> %s", baseURL, availableURLs[urlIdx+1])
+					break
+				}
+				return "", lastErr
+			}
+
+			respBodyBytes, err := io.ReadAll(resp.Body)
+			_ = resp.Body.Close()
+			if err != nil {
+				return "", fmt.Errorf("读取响应失败: %w", err)
+			}
+
+			if shouldFallbackToNextURL(nil, resp.StatusCode) && urlIdx < len(availableURLs)-1 {
+				log.Printf("[antigravity] onboardUser URL fallback (HTTP %d): %s -> %s", resp.StatusCode, baseURL, availableURLs[urlIdx+1])
+				break
+			}
+
+			if resp.StatusCode != http.StatusOK {
+				lastErr = fmt.Errorf("onboardUser 失败 (HTTP %d): %s", resp.StatusCode, string(respBodyBytes))
+				return "", lastErr
+			}
+
+			var onboardResp OnboardUserResponse
+			if err := json.Unmarshal(respBodyBytes, &onboardResp); err != nil {
+				lastErr = fmt.Errorf("onboardUser 响应解析失败: %w", err)
+				return "", lastErr
+			}
+
+			if onboardResp.Done {
+				if projectID := extractProjectIDFromOnboardResponse(onboardResp.Response); projectID != "" {
+					DefaultURLAvailability.MarkSuccess(baseURL)
+					return projectID, nil
+				}
+				lastErr = fmt.Errorf("onboardUser 完成但未返回 project_id")
+				return "", lastErr
+			}
+
+			// done=false 时等待后重试（与 CLIProxyAPI 行为一致）
+			select {
+			case <-time.After(2 * time.Second):
+			case <-ctx.Done():
+				return "", ctx.Err()
+			}
+		}
+	}
+
+	if lastErr != nil {
+		return "", lastErr
+	}
+	return "", fmt.Errorf("onboardUser 未返回 project_id")
+}
+
+func extractProjectIDFromOnboardResponse(resp map[string]any) string {
+	if len(resp) == 0 {
+		return ""
+	}
+
+	if v, ok := resp["cloudaicompanionProject"]; ok {
+		switch project := v.(type) {
+		case string:
+			return strings.TrimSpace(project)
+		case map[string]any:
+			if id, ok := project["id"].(string); ok {
+				return strings.TrimSpace(id)
+			}
+		}
+	}
+
+	return ""
+}
+
 // ModelQuotaInfo 模型配额信息
 type ModelQuotaInfo struct {
 	RemainingFraction float64 `json:"remainingFraction"`

backend/internal/pkg/antigravity/client_test.go

@@ -0,0 +1,76 @@
+package antigravity
+
+import (
+	"testing"
+)
+
+func TestExtractProjectIDFromOnboardResponse(t *testing.T) {
+	t.Parallel()
+
+	tests := []struct {
+		name string
+		resp map[string]any
+		want string
+	}{
+		{
+			name: "nil response",
+			resp: nil,
+			want: "",
+		},
+		{
+			name: "empty response",
+			resp: map[string]any{},
+			want: "",
+		},
+		{
+			name: "project as string",
+			resp: map[string]any{
+				"cloudaicompanionProject": "my-project-123",
+			},
+			want: "my-project-123",
+		},
+		{
+			name: "project as string with spaces",
+			resp: map[string]any{
+				"cloudaicompanionProject": "  my-project-123  ",
+			},
+			want: "my-project-123",
+		},
+		{
+			name: "project as map with id",
+			resp: map[string]any{
+				"cloudaicompanionProject": map[string]any{
+					"id": "proj-from-map",
+				},
+			},
+			want: "proj-from-map",
+		},
+		{
+			name: "project as map without id",
+			resp: map[string]any{
+				"cloudaicompanionProject": map[string]any{
+					"name": "some-name",
+				},
+			},
+			want: "",
+		},
+		{
+			name: "missing cloudaicompanionProject key",
+			resp: map[string]any{
+				"otherField": "value",
+			},
+			want: "",
+		},
+	}
+
+	for _, tc := range tests {
+		t.Run(tc.name, func(t *testing.T) {
+			t.Parallel()
+
+			got := extractProjectIDFromOnboardResponse(tc.resp)
+			if got != tc.want {
+				t.Fatalf("extractProjectIDFromOnboardResponse() = %q, want %q", got, tc.want)
+			}
+		})
+	}
+}

backend/internal/pkg/antigravity/gemini_types.go

@@ -155,6 +155,7 @@ type GeminiUsageMetadata struct {
 	CandidatesTokenCount    int `json:"candidatesTokenCount,omitempty"`
 	CachedContentTokenCount int `json:"cachedContentTokenCount,omitempty"`
 	TotalTokenCount         int `json:"totalTokenCount,omitempty"`
+	ThoughtsTokenCount      int `json:"thoughtsTokenCount,omitempty"` // thinking tokens（按输出价格计费）
 }
 
 // GeminiGroundingMetadata Gemini grounding 元数据（Web Search）

backend/internal/pkg/antigravity/request_transformer.go

@@ -64,6 +64,10 @@ const MaxTokensBudgetPadding = 1000
 // Gemini 2.5 Flash thinking budget 上限
 const Gemini25FlashThinkingBudgetLimit = 24576
 
+// 对于 Antigravity 的 Claude（budget-only）模型，该语义最终等价为 thinkingBudget=24576。
+// 这里复用相同数值以保持行为一致。
+const ClaudeAdaptiveHighThinkingBudgetTokens = Gemini25FlashThinkingBudgetLimit
+
 // ensureMaxTokensGreaterThanBudget 确保 max_tokens > budget_tokens
 // Claude API 要求启用 thinking 时，max_tokens 必须大于 thinking.budget_tokens
 // 返回调整后的 maxTokens 和是否进行了调整
@@ -96,7 +100,7 @@ func TransformClaudeToGeminiWithOptions(claudeReq *ClaudeRequest, projectID, map
 	}
 
 	// 检测是否启用 thinking
-	isThinkingEnabled := claudeReq.Thinking != nil && claudeReq.Thinking.Type == "enabled"
+	isThinkingEnabled := claudeReq.Thinking != nil && (claudeReq.Thinking.Type == "enabled" || claudeReq.Thinking.Type == "adaptive")
 
 	// 只有 Gemini 模型支持 dummy thought workaround
 	// Claude 模型通过 Vertex/Google API 需要有效的 thought signatures
@@ -198,8 +202,7 @@ type modelInfo struct {
 
 // modelInfoMap 模型前缀 → 模型信息映射
 // 只有在此映射表中的模型才会注入身份提示词
-// 注意：当前 claude-opus-4-6 会被映射到 claude-opus-4-5-thinking，
-// 但保留此条目以便后续 Antigravity 上游支持 4.6 时快速切换
+// 注意：模型映射逻辑在网关层完成；这里仅用于按模型前缀判断是否注入身份提示词。
 var modelInfoMap = map[string]modelInfo{
 	"claude-opus-4-5":   {DisplayName: "Claude Opus 4.5", CanonicalID: "claude-opus-4-5-20250929"},
 	"claude-opus-4-6":   {DisplayName: "Claude Opus 4.6", CanonicalID: "claude-opus-4-6"},
@@ -271,6 +274,21 @@ func filterOpenCodePrompt(text string) string {
 	return ""
 }
 
+// systemBlockFilterPrefixes 需要从 system 中过滤的文本前缀列表
+var systemBlockFilterPrefixes = []string{
+	"x-anthropic-billing-header",
+}
+
+// filterSystemBlockByPrefix 如果文本匹配过滤前缀，返回空字符串
+func filterSystemBlockByPrefix(text string) string {
+	for _, prefix := range systemBlockFilterPrefixes {
+		if strings.HasPrefix(text, prefix) {
+			return ""
+		}
+	}
+	return text
+}
+
 // buildSystemInstruction 构建 systemInstruction（与 Antigravity-Manager 保持一致）
 func buildSystemInstruction(system json.RawMessage, modelName string, opts TransformOptions, tools []ClaudeTool) *GeminiContent {
 	var parts []GeminiPart
@@ -287,8 +305,8 @@ func buildSystemInstruction(system json.RawMessage, modelName string, opts Trans
 				if strings.Contains(sysStr, "You are Antigravity") {
 					userHasAntigravityIdentity = true
 				}
-				// 过滤 OpenCode 默认提示词
-				filtered := filterOpenCodePrompt(sysStr)
+				// 过滤 OpenCode 默认提示词和黑名单前缀
+				filtered := filterSystemBlockByPrefix(filterOpenCodePrompt(sysStr))
 				if filtered != "" {
 					userSystemParts = append(userSystemParts, GeminiPart{Text: filtered})
 				}
@@ -302,8 +320,8 @@ func buildSystemInstruction(system json.RawMessage, modelName string, opts Trans
 						if strings.Contains(block.Text, "You are Antigravity") {
 							userHasAntigravityIdentity = true
 						}
-						// 过滤 OpenCode 默认提示词
-						filtered := filterOpenCodePrompt(block.Text)
+						// 过滤 OpenCode 默认提示词和黑名单前缀
+						filtered := filterSystemBlockByPrefix(filterOpenCodePrompt(block.Text))
 						if filtered != "" {
 							userSystemParts = append(userSystemParts, GeminiPart{Text: filtered})
 						}
@@ -578,6 +596,10 @@ func maxOutputTokensLimit(model string) int {
 	return maxOutputTokensUpperBound
 }
 
+func isAntigravityOpus46Model(model string) bool {
+	return strings.HasPrefix(strings.ToLower(model), "claude-opus-4-6")
+}
+
 func buildGenerationConfig(req *ClaudeRequest) *GeminiGenerationConfig {
 	maxLimit := maxOutputTokensLimit(req.Model)
 	config := &GeminiGenerationConfig{
@@ -591,25 +613,36 @@ func buildGenerationConfig(req *ClaudeRequest) *GeminiGenerationConfig {
 	}
 
 	// Thinking 配置
-	if req.Thinking != nil && req.Thinking.Type == "enabled" {
+	if req.Thinking != nil && (req.Thinking.Type == "enabled" || req.Thinking.Type == "adaptive") {
 		config.ThinkingConfig = &GeminiThinkingConfig{
 			IncludeThoughts: true,
 		}
+
+		// - thinking.type=enabled：budget_tokens>0 用显式预算
+		// - thinking.type=adaptive：仅在 Antigravity 的 Opus 4.6 上覆写为 （24576）
+		budget := -1
 		if req.Thinking.BudgetTokens > 0 {
-			budget := req.Thinking.BudgetTokens
+			budget = req.Thinking.BudgetTokens
+		}
+		if req.Thinking.Type == "adaptive" && isAntigravityOpus46Model(req.Model) {
+			budget = ClaudeAdaptiveHighThinkingBudgetTokens
+		}
+
+		// 正预算需要做上限与 max_tokens 约束；动态预算（-1）直接透传给上游。
+		if budget > 0 {
 			// gemini-2.5-flash 上限
 			if strings.Contains(req.Model, "gemini-2.5-flash") && budget > Gemini25FlashThinkingBudgetLimit {
 				budget = Gemini25FlashThinkingBudgetLimit
 			}
-			config.ThinkingConfig.ThinkingBudget = budget
 
-			// 自动修正：max_tokens 必须大于 budget_tokens
+			// 自动修正：max_tokens 必须大于 budget_tokens（Claude 上游要求）
 			if adjusted, ok := ensureMaxTokensGreaterThanBudget(config.MaxOutputTokens, budget); ok {
 				log.Printf("[Antigravity] Auto-adjusted max_tokens from %d to %d (must be > budget_tokens=%d)",
 					config.MaxOutputTokens, adjusted, budget)
 				config.MaxOutputTokens = adjusted
 			}
 		}
+		config.ThinkingConfig.ThinkingBudget = budget
 	}
 
 	if config.MaxOutputTokens > maxLimit {

backend/internal/pkg/antigravity/request_transformer_test.go

@@ -259,3 +259,93 @@ func TestBuildTools_CustomTypeTools(t *testing.T) {
 		})
 	}
 }
+
+func TestBuildGenerationConfig_ThinkingDynamicBudget(t *testing.T) {
+	tests := []struct {
+		name        string
+		model       string
+		thinking    *ThinkingConfig
+		wantBudget  int
+		wantPresent bool
+	}{
+		{
+			name:        "enabled without budget defaults to dynamic (-1)",
+			model:       "claude-opus-4-6-thinking",
+			thinking:    &ThinkingConfig{Type: "enabled"},
+			wantBudget:  -1,
+			wantPresent: true,
+		},
+		{
+			name:        "enabled with budget uses the provided value",
+			model:       "claude-opus-4-6-thinking",
+			thinking:    &ThinkingConfig{Type: "enabled", BudgetTokens: 1024},
+			wantBudget:  1024,
+			wantPresent: true,
+		},
+		{
+			name:        "enabled with -1 budget uses dynamic (-1)",
+			model:       "claude-opus-4-6-thinking",
+			thinking:    &ThinkingConfig{Type: "enabled", BudgetTokens: -1},
+			wantBudget:  -1,
+			wantPresent: true,
+		},
+		{
+			name:        "adaptive on opus4.6 maps to high budget (24576)",
+			model:       "claude-opus-4-6-thinking",
+			thinking:    &ThinkingConfig{Type: "adaptive", BudgetTokens: 20000},
+			wantBudget:  ClaudeAdaptiveHighThinkingBudgetTokens,
+			wantPresent: true,
+		},
+		{
+			name:        "adaptive on non-opus model keeps default dynamic (-1)",
+			model:       "claude-sonnet-4-5-thinking",
+			thinking:    &ThinkingConfig{Type: "adaptive"},
+			wantBudget:  -1,
+			wantPresent: true,
+		},
+		{
+			name:        "disabled does not emit thinkingConfig",
+			model:       "claude-opus-4-6-thinking",
+			thinking:    &ThinkingConfig{Type: "disabled", BudgetTokens: 1024},
+			wantBudget:  0,
+			wantPresent: false,
+		},
+		{
+			name:        "nil thinking does not emit thinkingConfig",
+			model:       "claude-opus-4-6-thinking",
+			thinking:    nil,
+			wantBudget:  0,
+			wantPresent: false,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			req := &ClaudeRequest{
+				Model:    tt.model,
+				Thinking: tt.thinking,
+			}
+			cfg := buildGenerationConfig(req)
+			if cfg == nil {
+				t.Fatalf("expected non-nil generationConfig")
+			}
+
+			if tt.wantPresent {
+				if cfg.ThinkingConfig == nil {
+					t.Fatalf("expected thinkingConfig to be present")
+				}
+				if !cfg.ThinkingConfig.IncludeThoughts {
+					t.Fatalf("expected includeThoughts=true")
+				}
+				if cfg.ThinkingConfig.ThinkingBudget != tt.wantBudget {
+					t.Fatalf("expected thinkingBudget=%d, got %d", tt.wantBudget, cfg.ThinkingConfig.ThinkingBudget)
+				}
+				return
+			}
+
+			if cfg.ThinkingConfig != nil {
+				t.Fatalf("expected thinkingConfig to be nil, got %+v", cfg.ThinkingConfig)
+			}
+		})
+	}
+}

backend/internal/pkg/antigravity/response_transformer.go

@@ -279,7 +279,7 @@ func (p *NonStreamingProcessor) buildResponse(geminiResp *GeminiResponse, respon
 	if geminiResp.UsageMetadata != nil {
 		cached := geminiResp.UsageMetadata.CachedContentTokenCount
 		usage.InputTokens = geminiResp.UsageMetadata.PromptTokenCount - cached
-		usage.OutputTokens = geminiResp.UsageMetadata.CandidatesTokenCount
+		usage.OutputTokens = geminiResp.UsageMetadata.CandidatesTokenCount + geminiResp.UsageMetadata.ThoughtsTokenCount
 		usage.CacheReadInputTokens = cached
 	}
 

backend/internal/pkg/antigravity/stream_transformer.go

@@ -85,7 +85,7 @@ func (p *StreamingProcessor) ProcessLine(line string) []byte {
 	if geminiResp.UsageMetadata != nil {
 		cached := geminiResp.UsageMetadata.CachedContentTokenCount
 		p.inputTokens = geminiResp.UsageMetadata.PromptTokenCount - cached
-		p.outputTokens = geminiResp.UsageMetadata.CandidatesTokenCount
+		p.outputTokens = geminiResp.UsageMetadata.CandidatesTokenCount + geminiResp.UsageMetadata.ThoughtsTokenCount
 		p.cacheReadTokens = cached
 	}
 
@@ -146,7 +146,7 @@ func (p *StreamingProcessor) emitMessageStart(v1Resp *V1InternalResponse) []byte
 	if v1Resp.Response.UsageMetadata != nil {
 		cached := v1Resp.Response.UsageMetadata.CachedContentTokenCount
 		usage.InputTokens = v1Resp.Response.UsageMetadata.PromptTokenCount - cached
-		usage.OutputTokens = v1Resp.Response.UsageMetadata.CandidatesTokenCount
+		usage.OutputTokens = v1Resp.Response.UsageMetadata.CandidatesTokenCount + v1Resp.Response.UsageMetadata.ThoughtsTokenCount
 		usage.CacheReadInputTokens = cached
 	}
 

backend/internal/pkg/ctxkey/ctxkey.go

@@ -28,4 +28,8 @@ const (
 	// IsMaxTokensOneHaikuRequest 标识当前请求是否为 max_tokens=1 + haiku 模型的探测请求
 	// 用于 ClaudeCodeOnly 验证绕过（绕过 system prompt 检查，但仍需验证 User-Agent）
 	IsMaxTokensOneHaikuRequest Key = "ctx_is_max_tokens_one_haiku"
+
+	// SingleAccountRetry 标识当前请求处于单账号 503 退避重试模式。
+	// 在此模式下，Service 层的模型限流预检查将等待限流过期而非直接切换账号。
+	SingleAccountRetry Key = "ctx_single_account_retry"
 )

backend/internal/repository/account_repo.go

@@ -282,6 +282,34 @@ func (r *accountRepository) GetByCRSAccountID(ctx context.Context, crsAccountID
 	return &accounts[0], nil
 }
 
+func (r *accountRepository) ListCRSAccountIDs(ctx context.Context) (map[string]int64, error) {
+	rows, err := r.sql.QueryContext(ctx, `
+		SELECT id, extra->>'crs_account_id'
+		FROM accounts
+		WHERE deleted_at IS NULL
+			AND extra->>'crs_account_id' IS NOT NULL
+			AND extra->>'crs_account_id' != ''
+	`)
+	if err != nil {
+		return nil, err
+	}
+	defer func() { _ = rows.Close() }()
+
+	result := make(map[string]int64)
+	for rows.Next() {
+		var id int64
+		var crsID string
+		if err := rows.Scan(&id, &crsID); err != nil {
+			return nil, err
+		}
+		result[crsID] = id
+	}
+	if err := rows.Err(); err != nil {
+		return nil, err
+	}
+	return result, nil
+}
+
 func (r *accountRepository) Update(ctx context.Context, account *service.Account) error {
 	if account == nil {
 		return nil
@@ -407,10 +435,10 @@ func (r *accountRepository) Delete(ctx context.Context, id int64) error {
 }
 
 func (r *accountRepository) List(ctx context.Context, params pagination.PaginationParams) ([]service.Account, *pagination.PaginationResult, error) {
-	return r.ListWithFilters(ctx, params, "", "", "", "")
+	return r.ListWithFilters(ctx, params, "", "", "", "", 0)
 }
 
-func (r *accountRepository) ListWithFilters(ctx context.Context, params pagination.PaginationParams, platform, accountType, status, search string) ([]service.Account, *pagination.PaginationResult, error) {
+func (r *accountRepository) ListWithFilters(ctx context.Context, params pagination.PaginationParams, platform, accountType, status, search string, groupID int64) ([]service.Account, *pagination.PaginationResult, error) {
 	q := r.client.Account.Query()
 
 	if platform != "" {
@@ -420,11 +448,19 @@ func (r *accountRepository) ListWithFilters(ctx context.Context, params paginati
 		q = q.Where(dbaccount.TypeEQ(accountType))
 	}
 	if status != "" {
-		q = q.Where(dbaccount.StatusEQ(status))
+		switch status {
+		case "rate_limited":
+			q = q.Where(dbaccount.RateLimitResetAtGT(time.Now()))
+		default:
+			q = q.Where(dbaccount.StatusEQ(status))
+		}
 	}
 	if search != "" {
 		q = q.Where(dbaccount.NameContainsFold(search))
 	}
+	if groupID > 0 {
+		q = q.Where(dbaccount.HasAccountGroupsWith(dbaccountgroup.GroupIDEQ(groupID)))
+	}
 
 	total, err := q.Count(ctx)
 	if err != nil {
@@ -798,53 +834,6 @@ func (r *accountRepository) SetRateLimited(ctx context.Context, id int64, resetA
 	return nil
 }
 
-func (r *accountRepository) SetAntigravityQuotaScopeLimit(ctx context.Context, id int64, scope service.AntigravityQuotaScope, resetAt time.Time) error {
-	now := time.Now().UTC()
-	payload := map[string]string{
-		"rate_limited_at":     now.Format(time.RFC3339),
-		"rate_limit_reset_at": resetAt.UTC().Format(time.RFC3339),
-	}
-	raw, err := json.Marshal(payload)
-	if err != nil {
-		return err
-	}
-
-	scopeKey := string(scope)
-	client := clientFromContext(ctx, r.client)
-	result, err := client.ExecContext(
-		ctx,
-		`UPDATE accounts SET
-			extra = jsonb_set(
-				jsonb_set(COALESCE(extra, '{}'::jsonb), '{antigravity_quota_scopes}'::text[], COALESCE(extra->'antigravity_quota_scopes', '{}'::jsonb), true),
-				ARRAY['antigravity_quota_scopes', $1]::text[],
-				$2::jsonb,
-				true
-			),
-			updated_at = NOW(),
-			last_used_at = NOW()
-		WHERE id = $3 AND deleted_at IS NULL`,
-		scopeKey,
-		raw,
-		id,
-	)
-	if err != nil {
-		return err
-	}
-
-	affected, err := result.RowsAffected()
-	if err != nil {
-		return err
-	}
-	if affected == 0 {
-		return service.ErrAccountNotFound
-	}
-
-	if err := enqueueSchedulerOutbox(ctx, r.sql, service.SchedulerOutboxEventAccountChanged, &id, nil, nil); err != nil {
-		log.Printf("[SchedulerOutbox] enqueue quota scope failed: account=%d err=%v", id, err)
-	}
-	return nil
-}
-
 func (r *accountRepository) SetModelRateLimit(ctx context.Context, id int64, scope string, resetAt time.Time) error {
 	if scope == "" {
 		return nil

backend/internal/repository/account_repo_integration_test.go

@@ -238,7 +238,7 @@ func (s *AccountRepoSuite) TestListWithFilters() {
 
 			tt.setup(client)
 
-			accounts, _, err := repo.ListWithFilters(ctx, pagination.PaginationParams{Page: 1, PageSize: 10}, tt.platform, tt.accType, tt.status, tt.search)
+			accounts, _, err := repo.ListWithFilters(ctx, pagination.PaginationParams{Page: 1, PageSize: 10}, tt.platform, tt.accType, tt.status, tt.search, 0)
 			s.Require().NoError(err)
 			s.Require().Len(accounts, tt.wantCount)
 			if tt.validate != nil {
@@ -305,7 +305,7 @@ func (s *AccountRepoSuite) TestPreload_And_VirtualFields() {
 	s.Require().Len(got.Groups, 1, "expected Groups to be populated")
 	s.Require().Equal(group.ID, got.Groups[0].ID)
 
-	accounts, page, err := s.repo.ListWithFilters(s.ctx, pagination.PaginationParams{Page: 1, PageSize: 10}, "", "", "", "acc")
+	accounts, page, err := s.repo.ListWithFilters(s.ctx, pagination.PaginationParams{Page: 1, PageSize: 10}, "", "", "", "acc", 0)
 	s.Require().NoError(err, "ListWithFilters")
 	s.Require().Equal(int64(1), page.Total)
 	s.Require().Len(accounts, 1)

backend/internal/repository/api_key_repo.go

@@ -485,6 +485,7 @@ func groupEntityToService(g *dbent.Group) *service.Group {
 		ModelRoutingEnabled:             g.ModelRoutingEnabled,
 		MCPXMLInject:                    g.McpXMLInject,
 		SupportedModelScopes:            g.SupportedModelScopes,
+		SortOrder:                       g.SortOrder,
 		CreatedAt:                       g.CreatedAt,
 		UpdatedAt:                       g.UpdatedAt,
 	}

backend/internal/repository/error_passthrough_repo.go

@@ -54,7 +54,8 @@ func (r *errorPassthroughRepository) Create(ctx context.Context, rule *model.Err
 		SetPriority(rule.Priority).
 		SetMatchMode(rule.MatchMode).
 		SetPassthroughCode(rule.PassthroughCode).
-		SetPassthroughBody(rule.PassthroughBody)
+		SetPassthroughBody(rule.PassthroughBody).
+		SetSkipMonitoring(rule.SkipMonitoring)
 
 	if len(rule.ErrorCodes) > 0 {
 		builder.SetErrorCodes(rule.ErrorCodes)
@@ -90,7 +91,8 @@ func (r *errorPassthroughRepository) Update(ctx context.Context, rule *model.Err
 		SetPriority(rule.Priority).
 		SetMatchMode(rule.MatchMode).
 		SetPassthroughCode(rule.PassthroughCode).
-		SetPassthroughBody(rule.PassthroughBody)
+		SetPassthroughBody(rule.PassthroughBody).
+		SetSkipMonitoring(rule.SkipMonitoring)
 
 	// 处理可选字段
 	if len(rule.ErrorCodes) > 0 {
@@ -149,6 +151,7 @@ func (r *errorPassthroughRepository) toModel(e *ent.ErrorPassthroughRule) *model
 		Platforms:       e.Platforms,
 		PassthroughCode: e.PassthroughCode,
 		PassthroughBody: e.PassthroughBody,
+		SkipMonitoring:  e.SkipMonitoring,
 		CreatedAt:       e.CreatedAt,
 		UpdatedAt:       e.UpdatedAt,
 	}

backend/internal/repository/gateway_cache.go

@@ -11,63 +11,6 @@ import (
 
 const stickySessionPrefix = "sticky_session:"
 
-// Gemini Trie Lua 脚本
-const (
-	// geminiTrieFindScript 查找最长前缀匹配的 Lua 脚本
-	// KEYS[1] = trie key
-	// ARGV[1] = digestChain (如 "u:a-m:b-u:c-m:d")
-	// ARGV[2] = TTL seconds (用于刷新)
-	// 返回: 最长匹配的 value (uuid:accountID) 或 nil
-	// 查找成功时自动刷新 TTL，防止活跃会话意外过期
-	geminiTrieFindScript = `
-local chain = ARGV[1]
-local ttl = tonumber(ARGV[2])
-local lastMatch = nil
-local path = ""
-
-for part in string.gmatch(chain, "[^-]+") do
-    path = path == "" and part or path .. "-" .. part
-    local val = redis.call('HGET', KEYS[1], path)
-    if val and val ~= "" then
-        lastMatch = val
-    end
-end
-
-if lastMatch then
-    redis.call('EXPIRE', KEYS[1], ttl)
-end
-
-return lastMatch
-`
-
-	// geminiTrieSaveScript 保存会话到 Trie 的 Lua 脚本
-	// KEYS[1] = trie key
-	// ARGV[1] = digestChain
-	// ARGV[2] = value (uuid:accountID)
-	// ARGV[3] = TTL seconds
-	geminiTrieSaveScript = `
-local chain = ARGV[1]
-local value = ARGV[2]
-local ttl = tonumber(ARGV[3])
-local path = ""
-
-for part in string.gmatch(chain, "[^-]+") do
-    path = path == "" and part or path .. "-" .. part
-end
-redis.call('HSET', KEYS[1], path, value)
-redis.call('EXPIRE', KEYS[1], ttl)
-return "OK"
-`
-)
-
-// 模型负载统计相关常量
-const (
-	modelLoadKeyPrefix     = "ag:model_load:"      // 模型调用次数 key 前缀
-	modelLastUsedKeyPrefix = "ag:model_last_used:" // 模型最后调度时间 key 前缀
-	modelLoadTTL           = 24 * time.Hour        // 调用次数 TTL（24 小时无调用后清零）
-	modelLastUsedTTL       = 24 * time.Hour        // 最后调度时间 TTL
-)
-
 type gatewayCache struct {
 	rdb *redis.Client
 }
@@ -108,133 +51,3 @@ func (c *gatewayCache) DeleteSessionAccountID(ctx context.Context, groupID int64
 	key := buildSessionKey(groupID, sessionHash)
 	return c.rdb.Del(ctx, key).Err()
 }
-
-// ============ Antigravity 模型负载统计方法 ============
-
-// modelLoadKey 构建模型调用次数 key
-// 格式: ag:model_load:{accountID}:{model}
-func modelLoadKey(accountID int64, model string) string {
-	return fmt.Sprintf("%s%d:%s", modelLoadKeyPrefix, accountID, model)
-}
-
-// modelLastUsedKey 构建模型最后调度时间 key
-// 格式: ag:model_last_used:{accountID}:{model}
-func modelLastUsedKey(accountID int64, model string) string {
-	return fmt.Sprintf("%s%d:%s", modelLastUsedKeyPrefix, accountID, model)
-}
-
-// IncrModelCallCount 增加模型调用次数并更新最后调度时间
-// 返回更新后的调用次数
-func (c *gatewayCache) IncrModelCallCount(ctx context.Context, accountID int64, model string) (int64, error) {
-	loadKey := modelLoadKey(accountID, model)
-	lastUsedKey := modelLastUsedKey(accountID, model)
-
-	pipe := c.rdb.Pipeline()
-	incrCmd := pipe.Incr(ctx, loadKey)
-	pipe.Expire(ctx, loadKey, modelLoadTTL) // 每次调用刷新 TTL
-	pipe.Set(ctx, lastUsedKey, time.Now().Unix(), modelLastUsedTTL)
-	if _, err := pipe.Exec(ctx); err != nil {
-		return 0, err
-	}
-	return incrCmd.Val(), nil
-}
-
-// GetModelLoadBatch 批量获取账号的模型负载信息
-func (c *gatewayCache) GetModelLoadBatch(ctx context.Context, accountIDs []int64, model string) (map[int64]*service.ModelLoadInfo, error) {
-	if len(accountIDs) == 0 {
-		return make(map[int64]*service.ModelLoadInfo), nil
-	}
-
-	loadCmds, lastUsedCmds := c.pipelineModelLoadGet(ctx, accountIDs, model)
-	return c.parseModelLoadResults(accountIDs, loadCmds, lastUsedCmds), nil
-}
-
-// pipelineModelLoadGet 批量获取模型负载的 Pipeline 操作
-func (c *gatewayCache) pipelineModelLoadGet(
-	ctx context.Context,
-	accountIDs []int64,
-	model string,
-) (map[int64]*redis.StringCmd, map[int64]*redis.StringCmd) {
-	pipe := c.rdb.Pipeline()
-	loadCmds := make(map[int64]*redis.StringCmd, len(accountIDs))
-	lastUsedCmds := make(map[int64]*redis.StringCmd, len(accountIDs))
-
-	for _, id := range accountIDs {
-		loadCmds[id] = pipe.Get(ctx, modelLoadKey(id, model))
-		lastUsedCmds[id] = pipe.Get(ctx, modelLastUsedKey(id, model))
-	}
-	_, _ = pipe.Exec(ctx) // 忽略错误，key 不存在是正常的
-	return loadCmds, lastUsedCmds
-}
-
-// parseModelLoadResults 解析 Pipeline 结果
-func (c *gatewayCache) parseModelLoadResults(
-	accountIDs []int64,
-	loadCmds map[int64]*redis.StringCmd,
-	lastUsedCmds map[int64]*redis.StringCmd,
-) map[int64]*service.ModelLoadInfo {
-	result := make(map[int64]*service.ModelLoadInfo, len(accountIDs))
-	for _, id := range accountIDs {
-		result[id] = &service.ModelLoadInfo{
-			CallCount:  getInt64OrZero(loadCmds[id]),
-			LastUsedAt: getTimeOrZero(lastUsedCmds[id]),
-		}
-	}
-	return result
-}
-
-// getInt64OrZero 从 StringCmd 获取 int64 值，失败返回 0
-func getInt64OrZero(cmd *redis.StringCmd) int64 {
-	val, _ := cmd.Int64()
-	return val
-}
-
-// getTimeOrZero 从 StringCmd 获取 time.Time，失败返回零值
-func getTimeOrZero(cmd *redis.StringCmd) time.Time {
-	val, err := cmd.Int64()
-	if err != nil {
-		return time.Time{}
-	}
-	return time.Unix(val, 0)
-}
-
-// ============ Gemini 会话 Fallback 方法 (Trie 实现) ============
-
-// FindGeminiSession 查找 Gemini 会话（使用 Trie + Lua 脚本实现 O(L) 查询）
-// 返回最长匹配的会话信息，匹配成功时自动刷新 TTL
-func (c *gatewayCache) FindGeminiSession(ctx context.Context, groupID int64, prefixHash, digestChain string) (uuid string, accountID int64, found bool) {
-	if digestChain == "" {
-		return "", 0, false
-	}
-
-	trieKey := service.BuildGeminiTrieKey(groupID, prefixHash)
-	ttlSeconds := int(service.GeminiSessionTTL().Seconds())
-
-	// 使用 Lua 脚本在 Redis 端执行 Trie 查找，O(L) 次 HGET，1 次网络往返
-	// 查找成功时自动刷新 TTL，防止活跃会话意外过期
-	result, err := c.rdb.Eval(ctx, geminiTrieFindScript, []string{trieKey}, digestChain, ttlSeconds).Result()
-	if err != nil || result == nil {
-		return "", 0, false
-	}
-
-	value, ok := result.(string)
-	if !ok || value == "" {
-		return "", 0, false
-	}
-
-	uuid, accountID, ok = service.ParseGeminiSessionValue(value)
-	return uuid, accountID, ok
-}
-
-// SaveGeminiSession 保存 Gemini 会话（使用 Trie + Lua 脚本）
-func (c *gatewayCache) SaveGeminiSession(ctx context.Context, groupID int64, prefixHash, digestChain, uuid string, accountID int64) error {
-	if digestChain == "" {
-		return nil
-	}
-
-	trieKey := service.BuildGeminiTrieKey(groupID, prefixHash)
-	value := service.FormatGeminiSessionValue(uuid, accountID)
-	ttlSeconds := int(service.GeminiSessionTTL().Seconds())
-
-	return c.rdb.Eval(ctx, geminiTrieSaveScript, []string{trieKey}, digestChain, value, ttlSeconds).Err()
-}

backend/internal/repository/gateway_cache_integration_test.go

@@ -104,157 +104,6 @@ func (s *GatewayCacheSuite) TestGetSessionAccountID_CorruptedValue() {
 	require.False(s.T(), errors.Is(err, redis.Nil), "expected parsing error, not redis.Nil")
 }
 
-// ============ Gemini Trie 会话测试 ============
-
-func (s *GatewayCacheSuite) TestGeminiSessionTrie_SaveAndFind() {
-	groupID := int64(1)
-	prefixHash := "testprefix"
-	digestChain := "u:hash1-m:hash2-u:hash3"
-	uuid := "test-uuid-123"
-	accountID := int64(42)
-
-	// 保存会话
-	err := s.cache.SaveGeminiSession(s.ctx, groupID, prefixHash, digestChain, uuid, accountID)
-	require.NoError(s.T(), err, "SaveGeminiSession")
-
-	// 精确匹配查找
-	foundUUID, foundAccountID, found := s.cache.FindGeminiSession(s.ctx, groupID, prefixHash, digestChain)
-	require.True(s.T(), found, "should find exact match")
-	require.Equal(s.T(), uuid, foundUUID)
-	require.Equal(s.T(), accountID, foundAccountID)
-}
-
-func (s *GatewayCacheSuite) TestGeminiSessionTrie_PrefixMatch() {
-	groupID := int64(1)
-	prefixHash := "prefixmatch"
-	shortChain := "u:a-m:b"
-	longChain := "u:a-m:b-u:c-m:d"
-	uuid := "uuid-prefix"
-	accountID := int64(100)
-
-	// 保存短链
-	err := s.cache.SaveGeminiSession(s.ctx, groupID, prefixHash, shortChain, uuid, accountID)
-	require.NoError(s.T(), err)
-
-	// 用长链查找，应该匹配到短链（前缀匹配）
-	foundUUID, foundAccountID, found := s.cache.FindGeminiSession(s.ctx, groupID, prefixHash, longChain)
-	require.True(s.T(), found, "should find prefix match")
-	require.Equal(s.T(), uuid, foundUUID)
-	require.Equal(s.T(), accountID, foundAccountID)
-}
-
-func (s *GatewayCacheSuite) TestGeminiSessionTrie_LongestPrefixMatch() {
-	groupID := int64(1)
-	prefixHash := "longestmatch"
-
-	// 保存多个不同长度的链
-	err := s.cache.SaveGeminiSession(s.ctx, groupID, prefixHash, "u:a", "uuid-short", 1)
-	require.NoError(s.T(), err)
-	err = s.cache.SaveGeminiSession(s.ctx, groupID, prefixHash, "u:a-m:b", "uuid-medium", 2)
-	require.NoError(s.T(), err)
-	err = s.cache.SaveGeminiSession(s.ctx, groupID, prefixHash, "u:a-m:b-u:c", "uuid-long", 3)
-	require.NoError(s.T(), err)
-
-	// 查找更长的链，应该匹配到最长的前缀
-	foundUUID, foundAccountID, found := s.cache.FindGeminiSession(s.ctx, groupID, prefixHash, "u:a-m:b-u:c-m:d-u:e")
-	require.True(s.T(), found, "should find longest prefix match")
-	require.Equal(s.T(), "uuid-long", foundUUID)
-	require.Equal(s.T(), int64(3), foundAccountID)
-
-	// 查找中等长度的链
-	foundUUID, foundAccountID, found = s.cache.FindGeminiSession(s.ctx, groupID, prefixHash, "u:a-m:b-u:x")
-	require.True(s.T(), found)
-	require.Equal(s.T(), "uuid-medium", foundUUID)
-	require.Equal(s.T(), int64(2), foundAccountID)
-}
-
-func (s *GatewayCacheSuite) TestGeminiSessionTrie_NoMatch() {
-	groupID := int64(1)
-	prefixHash := "nomatch"
-	digestChain := "u:a-m:b"
-
-	// 保存一个会话
-	err := s.cache.SaveGeminiSession(s.ctx, groupID, prefixHash, digestChain, "uuid", 1)
-	require.NoError(s.T(), err)
-
-	// 用不同的链查找，应该找不到
-	_, _, found := s.cache.FindGeminiSession(s.ctx, groupID, prefixHash, "u:x-m:y")
-	require.False(s.T(), found, "should not find non-matching chain")
-}
-
-func (s *GatewayCacheSuite) TestGeminiSessionTrie_DifferentPrefixHash() {
-	groupID := int64(1)
-	digestChain := "u:a-m:b"
-
-	// 保存到 prefixHash1
-	err := s.cache.SaveGeminiSession(s.ctx, groupID, "prefix1", digestChain, "uuid1", 1)
-	require.NoError(s.T(), err)
-
-	// 用 prefixHash2 查找，应该找不到（不同用户/客户端隔离）
-	_, _, found := s.cache.FindGeminiSession(s.ctx, groupID, "prefix2", digestChain)
-	require.False(s.T(), found, "different prefixHash should be isolated")
-}
-
-func (s *GatewayCacheSuite) TestGeminiSessionTrie_DifferentGroupID() {
-	prefixHash := "sameprefix"
-	digestChain := "u:a-m:b"
-
-	// 保存到 groupID 1
-	err := s.cache.SaveGeminiSession(s.ctx, 1, prefixHash, digestChain, "uuid1", 1)
-	require.NoError(s.T(), err)
-
-	// 用 groupID 2 查找，应该找不到（分组隔离）
-	_, _, found := s.cache.FindGeminiSession(s.ctx, 2, prefixHash, digestChain)
-	require.False(s.T(), found, "different groupID should be isolated")
-}
-
-func (s *GatewayCacheSuite) TestGeminiSessionTrie_EmptyDigestChain() {
-	groupID := int64(1)
-	prefixHash := "emptytest"
-
-	// 空链不应该保存
-	err := s.cache.SaveGeminiSession(s.ctx, groupID, prefixHash, "", "uuid", 1)
-	require.NoError(s.T(), err, "empty chain should not error")
-
-	// 空链查找应该返回 false
-	_, _, found := s.cache.FindGeminiSession(s.ctx, groupID, prefixHash, "")
-	require.False(s.T(), found, "empty chain should not match")
-}
-
-func (s *GatewayCacheSuite) TestGeminiSessionTrie_MultipleSessions() {
-	groupID := int64(1)
-	prefixHash := "multisession"
-
-	// 保存多个不同会话（模拟 1000 个并发会话的场景）
-	sessions := []struct {
-		chain     string
-		uuid      string
-		accountID int64
-	}{
-		{"u:session1", "uuid-1", 1},
-		{"u:session2-m:reply2", "uuid-2", 2},
-		{"u:session3-m:reply3-u:msg3", "uuid-3", 3},
-	}
-
-	for _, sess := range sessions {
-		err := s.cache.SaveGeminiSession(s.ctx, groupID, prefixHash, sess.chain, sess.uuid, sess.accountID)
-		require.NoError(s.T(), err)
-	}
-
-	// 验证每个会话都能正确查找
-	for _, sess := range sessions {
-		foundUUID, foundAccountID, found := s.cache.FindGeminiSession(s.ctx, groupID, prefixHash, sess.chain)
-		require.True(s.T(), found, "should find session: %s", sess.chain)
-		require.Equal(s.T(), sess.uuid, foundUUID)
-		require.Equal(s.T(), sess.accountID, foundAccountID)
-	}
-
-	// 验证继续对话的场景
-	foundUUID, foundAccountID, found := s.cache.FindGeminiSession(s.ctx, groupID, prefixHash, "u:session2-m:reply2-u:newmsg")
-	require.True(s.T(), found)
-	require.Equal(s.T(), "uuid-2", foundUUID)
-	require.Equal(s.T(), int64(2), foundAccountID)
-}
 
 func TestGatewayCacheSuite(t *testing.T) {
 	suite.Run(t, new(GatewayCacheSuite))

backend/internal/repository/gateway_cache_model_load_integration_test.go

@@ -1,234 +0,0 @@
-//go:build integration
-
-package repository
-
-import (
-	"context"
-	"testing"
-	"time"
-
-	"github.com/stretchr/testify/require"
-	"github.com/stretchr/testify/suite"
-)
-
-// ============ Gateway Cache 模型负载统计集成测试 ============
-
-type GatewayCacheModelLoadSuite struct {
-	suite.Suite
-}
-
-func TestGatewayCacheModelLoadSuite(t *testing.T) {
-	suite.Run(t, new(GatewayCacheModelLoadSuite))
-}
-
-func (s *GatewayCacheModelLoadSuite) TestIncrModelCallCount_Basic() {
-	t := s.T()
-	rdb := testRedis(t)
-	cache := &gatewayCache{rdb: rdb}
-	ctx := context.Background()
-
-	accountID := int64(123)
-	model := "claude-sonnet-4-20250514"
-
-	// 首次调用应返回 1
-	count1, err := cache.IncrModelCallCount(ctx, accountID, model)
-	require.NoError(t, err)
-	require.Equal(t, int64(1), count1)
-
-	// 第二次调用应返回 2
-	count2, err := cache.IncrModelCallCount(ctx, accountID, model)
-	require.NoError(t, err)
-	require.Equal(t, int64(2), count2)
-
-	// 第三次调用应返回 3
-	count3, err := cache.IncrModelCallCount(ctx, accountID, model)
-	require.NoError(t, err)
-	require.Equal(t, int64(3), count3)
-}
-
-func (s *GatewayCacheModelLoadSuite) TestIncrModelCallCount_DifferentModels() {
-	t := s.T()
-	rdb := testRedis(t)
-	cache := &gatewayCache{rdb: rdb}
-	ctx := context.Background()
-
-	accountID := int64(456)
-	model1 := "claude-sonnet-4-20250514"
-	model2 := "claude-opus-4-5-20251101"
-
-	// 不同模型应该独立计数
-	count1, err := cache.IncrModelCallCount(ctx, accountID, model1)
-	require.NoError(t, err)
-	require.Equal(t, int64(1), count1)
-
-	count2, err := cache.IncrModelCallCount(ctx, accountID, model2)
-	require.NoError(t, err)
-	require.Equal(t, int64(1), count2)
-
-	count1Again, err := cache.IncrModelCallCount(ctx, accountID, model1)
-	require.NoError(t, err)
-	require.Equal(t, int64(2), count1Again)
-}
-
-func (s *GatewayCacheModelLoadSuite) TestIncrModelCallCount_DifferentAccounts() {
-	t := s.T()
-	rdb := testRedis(t)
-	cache := &gatewayCache{rdb: rdb}
-	ctx := context.Background()
-
-	account1 := int64(111)
-	account2 := int64(222)
-	model := "gemini-2.5-pro"
-
-	// 不同账号应该独立计数
-	count1, err := cache.IncrModelCallCount(ctx, account1, model)
-	require.NoError(t, err)
-	require.Equal(t, int64(1), count1)
-
-	count2, err := cache.IncrModelCallCount(ctx, account2, model)
-	require.NoError(t, err)
-	require.Equal(t, int64(1), count2)
-}
-
-func (s *GatewayCacheModelLoadSuite) TestGetModelLoadBatch_Empty() {
-	t := s.T()
-	rdb := testRedis(t)
-	cache := &gatewayCache{rdb: rdb}
-	ctx := context.Background()
-
-	result, err := cache.GetModelLoadBatch(ctx, []int64{}, "any-model")
-	require.NoError(t, err)
-	require.NotNil(t, result)
-	require.Empty(t, result)
-}
-
-func (s *GatewayCacheModelLoadSuite) TestGetModelLoadBatch_NonExistent() {
-	t := s.T()
-	rdb := testRedis(t)
-	cache := &gatewayCache{rdb: rdb}
-	ctx := context.Background()
-
-	// 查询不存在的账号应返回零值
-	result, err := cache.GetModelLoadBatch(ctx, []int64{9999, 9998}, "claude-sonnet-4-20250514")
-	require.NoError(t, err)
-	require.Len(t, result, 2)
-
-	require.Equal(t, int64(0), result[9999].CallCount)
-	require.True(t, result[9999].LastUsedAt.IsZero())
-	require.Equal(t, int64(0), result[9998].CallCount)
-	require.True(t, result[9998].LastUsedAt.IsZero())
-}
-
-func (s *GatewayCacheModelLoadSuite) TestGetModelLoadBatch_AfterIncrement() {
-	t := s.T()
-	rdb := testRedis(t)
-	cache := &gatewayCache{rdb: rdb}
-	ctx := context.Background()
-
-	accountID := int64(789)
-	model := "claude-sonnet-4-20250514"
-
-	// 先增加调用次数
-	beforeIncr := time.Now()
-	_, err := cache.IncrModelCallCount(ctx, accountID, model)
-	require.NoError(t, err)
-	_, err = cache.IncrModelCallCount(ctx, accountID, model)
-	require.NoError(t, err)
-	_, err = cache.IncrModelCallCount(ctx, accountID, model)
-	require.NoError(t, err)
-	afterIncr := time.Now()
-
-	// 获取负载信息
-	result, err := cache.GetModelLoadBatch(ctx, []int64{accountID}, model)
-	require.NoError(t, err)
-	require.Len(t, result, 1)
-
-	loadInfo := result[accountID]
-	require.NotNil(t, loadInfo)
-	require.Equal(t, int64(3), loadInfo.CallCount)
-	require.False(t, loadInfo.LastUsedAt.IsZero())
-	// LastUsedAt 应该在 beforeIncr 和 afterIncr 之间
-	require.True(t, loadInfo.LastUsedAt.After(beforeIncr.Add(-time.Second)) || loadInfo.LastUsedAt.Equal(beforeIncr))
-	require.True(t, loadInfo.LastUsedAt.Before(afterIncr.Add(time.Second)) || loadInfo.LastUsedAt.Equal(afterIncr))
-}
-
-func (s *GatewayCacheModelLoadSuite) TestGetModelLoadBatch_MultipleAccounts() {
-	t := s.T()
-	rdb := testRedis(t)
-	cache := &gatewayCache{rdb: rdb}
-	ctx := context.Background()
-
-	model := "claude-opus-4-5-20251101"
-	account1 := int64(1001)
-	account2 := int64(1002)
-	account3 := int64(1003) // 不调用
-
-	// account1 调用 2 次
-	_, err := cache.IncrModelCallCount(ctx, account1, model)
-	require.NoError(t, err)
-	_, err = cache.IncrModelCallCount(ctx, account1, model)
-	require.NoError(t, err)
-
-	// account2 调用 5 次
-	for i := 0; i < 5; i++ {
-		_, err = cache.IncrModelCallCount(ctx, account2, model)
-		require.NoError(t, err)
-	}
-
-	// 批量获取
-	result, err := cache.GetModelLoadBatch(ctx, []int64{account1, account2, account3}, model)
-	require.NoError(t, err)
-	require.Len(t, result, 3)
-
-	require.Equal(t, int64(2), result[account1].CallCount)
-	require.False(t, result[account1].LastUsedAt.IsZero())
-
-	require.Equal(t, int64(5), result[account2].CallCount)
-	require.False(t, result[account2].LastUsedAt.IsZero())
-
-	require.Equal(t, int64(0), result[account3].CallCount)
-	require.True(t, result[account3].LastUsedAt.IsZero())
-}
-
-func (s *GatewayCacheModelLoadSuite) TestGetModelLoadBatch_ModelIsolation() {
-	t := s.T()
-	rdb := testRedis(t)
-	cache := &gatewayCache{rdb: rdb}
-	ctx := context.Background()
-
-	accountID := int64(2001)
-	model1 := "claude-sonnet-4-20250514"
-	model2 := "gemini-2.5-pro"
-
-	// 对 model1 调用 3 次
-	for i := 0; i < 3; i++ {
-		_, err := cache.IncrModelCallCount(ctx, accountID, model1)
-		require.NoError(t, err)
-	}
-
-	// 获取 model1 的负载
-	result1, err := cache.GetModelLoadBatch(ctx, []int64{accountID}, model1)
-	require.NoError(t, err)
-	require.Equal(t, int64(3), result1[accountID].CallCount)
-
-	// 获取 model2 的负载（应该为 0）
-	result2, err := cache.GetModelLoadBatch(ctx, []int64{accountID}, model2)
-	require.NoError(t, err)
-	require.Equal(t, int64(0), result2[accountID].CallCount)
-}
-
-// ============ 辅助函数测试 ============
-
-func (s *GatewayCacheModelLoadSuite) TestModelLoadKey_Format() {
-	t := s.T()
-
-	key := modelLoadKey(123, "claude-sonnet-4")
-	require.Equal(t, "ag:model_load:123:claude-sonnet-4", key)
-}
-
-func (s *GatewayCacheModelLoadSuite) TestModelLastUsedKey_Format() {
-	t := s.T()
-
-	key := modelLastUsedKey(456, "gemini-2.5-pro")
-	require.Equal(t, "ag:model_last_used:456:gemini-2.5-pro", key)
-}

backend/internal/repository/group_repo.go

@@ -191,7 +191,7 @@ func (r *groupRepository) ListWithFilters(ctx context.Context, params pagination
 	groups, err := q.
 		Offset(params.Offset()).
 		Limit(params.Limit()).
-		Order(dbent.Asc(group.FieldID)).
+		Order(dbent.Asc(group.FieldSortOrder), dbent.Asc(group.FieldID)).
 		All(ctx)
 	if err != nil {
 		return nil, nil, err
@@ -218,7 +218,7 @@ func (r *groupRepository) ListWithFilters(ctx context.Context, params pagination
 func (r *groupRepository) ListActive(ctx context.Context) ([]service.Group, error) {
 	groups, err := r.client.Group.Query().
 		Where(group.StatusEQ(service.StatusActive)).
-		Order(dbent.Asc(group.FieldID)).
+		Order(dbent.Asc(group.FieldSortOrder), dbent.Asc(group.FieldID)).
 		All(ctx)
 	if err != nil {
 		return nil, err
@@ -245,7 +245,7 @@ func (r *groupRepository) ListActive(ctx context.Context) ([]service.Group, erro
 func (r *groupRepository) ListActiveByPlatform(ctx context.Context, platform string) ([]service.Group, error) {
 	groups, err := r.client.Group.Query().
 		Where(group.StatusEQ(service.StatusActive), group.PlatformEQ(platform)).
-		Order(dbent.Asc(group.FieldID)).
+		Order(dbent.Asc(group.FieldSortOrder), dbent.Asc(group.FieldID)).
 		All(ctx)
 	if err != nil {
 		return nil, err
@@ -497,3 +497,29 @@ func (r *groupRepository) BindAccountsToGroup(ctx context.Context, groupID int64
 
 	return nil
 }
+
+// UpdateSortOrders 批量更新分组排序
+func (r *groupRepository) UpdateSortOrders(ctx context.Context, updates []service.GroupSortOrderUpdate) error {
+	if len(updates) == 0 {
+		return nil
+	}
+
+	// 使用事务批量更新
+	tx, err := r.client.Tx(ctx)
+	if err != nil {
+		return err
+	}
+	defer func() { _ = tx.Rollback() }()
+
+	for _, u := range updates {
+		if _, err := tx.Group.UpdateOneID(u.ID).SetSortOrder(u.SortOrder).Save(ctx); err != nil {
+			return translatePersistenceError(err, service.ErrGroupNotFound, nil)
+		}
+	}
+
+	if err := tx.Commit(); err != nil {
+		return err
+	}
+
+	return nil
+}

backend/internal/repository/redeem_code_repo.go

@@ -6,6 +6,7 @@ import (
 
 	dbent "github.com/Wei-Shaw/sub2api/ent"
 	"github.com/Wei-Shaw/sub2api/ent/redeemcode"
+	"github.com/Wei-Shaw/sub2api/ent/user"
 	"github.com/Wei-Shaw/sub2api/internal/pkg/pagination"
 	"github.com/Wei-Shaw/sub2api/internal/service"
 )
@@ -106,7 +107,12 @@ func (r *redeemCodeRepository) ListWithFilters(ctx context.Context, params pagin
 		q = q.Where(redeemcode.StatusEQ(status))
 	}
 	if search != "" {
-		q = q.Where(redeemcode.CodeContainsFold(search))
+		q = q.Where(
+			redeemcode.Or(
+				redeemcode.CodeContainsFold(search),
+				redeemcode.HasUserWith(user.EmailContainsFold(search)),
+			),
+		)
 	}
 
 	total, err := q.Count(ctx)

backend/internal/repository/user_repo.go

@@ -10,6 +10,7 @@ import (
 	"time"
 
 	dbent "github.com/Wei-Shaw/sub2api/ent"
+	"github.com/Wei-Shaw/sub2api/ent/apikey"
 	dbuser "github.com/Wei-Shaw/sub2api/ent/user"
 	"github.com/Wei-Shaw/sub2api/ent/userallowedgroup"
 	"github.com/Wei-Shaw/sub2api/ent/usersubscription"
@@ -191,6 +192,7 @@ func (r *userRepository) ListWithFilters(ctx context.Context, params pagination.
 				dbuser.EmailContainsFold(filters.Search),
 				dbuser.UsernameContainsFold(filters.Search),
 				dbuser.NotesContainsFold(filters.Search),
+				dbuser.HasAPIKeysWith(apikey.KeyContainsFold(filters.Search)),
 			),
 		)
 	}

backend/internal/server/api_contract_test.go

@@ -896,6 +896,10 @@ func (stubGroupRepo) GetAccountIDsByGroupIDs(ctx context.Context, groupIDs []int
 	return nil, errors.New("not implemented")
 }
 
+func (stubGroupRepo) UpdateSortOrders(ctx context.Context, updates []service.GroupSortOrderUpdate) error {
+	return nil
+}
+
 type stubAccountRepo struct {
 	bulkUpdateIDs []int64
 }
@@ -932,7 +936,7 @@ func (s *stubAccountRepo) List(ctx context.Context, params pagination.Pagination
 	return nil, nil, errors.New("not implemented")
 }
 
-func (s *stubAccountRepo) ListWithFilters(ctx context.Context, params pagination.PaginationParams, platform, accountType, status, search string) ([]service.Account, *pagination.PaginationResult, error) {
+func (s *stubAccountRepo) ListWithFilters(ctx context.Context, params pagination.PaginationParams, platform, accountType, status, search string, groupID int64) ([]service.Account, *pagination.PaginationResult, error) {
 	return nil, nil, errors.New("not implemented")
 }
 
@@ -1004,10 +1008,6 @@ func (s *stubAccountRepo) SetRateLimited(ctx context.Context, id int64, resetAt
 	return errors.New("not implemented")
 }
 
-func (s *stubAccountRepo) SetAntigravityQuotaScopeLimit(ctx context.Context, id int64, scope service.AntigravityQuotaScope, resetAt time.Time) error {
-	return errors.New("not implemented")
-}
-
 func (s *stubAccountRepo) SetModelRateLimit(ctx context.Context, id int64, scope string, resetAt time.Time) error {
 	return errors.New("not implemented")
 }
@@ -1049,6 +1049,10 @@ func (s *stubAccountRepo) BulkUpdate(ctx context.Context, ids []int64, updates s
 	return int64(len(ids)), nil
 }
 
+func (s *stubAccountRepo) ListCRSAccountIDs(ctx context.Context) (map[string]int64, error) {
+	return nil, errors.New("not implemented")
+}
+
 type stubProxyRepo struct{}
 
 func (stubProxyRepo) Create(ctx context.Context, proxy *service.Proxy) error {

backend/internal/server/routes/admin.go

@@ -192,6 +192,7 @@ func registerGroupRoutes(admin *gin.RouterGroup, h *handler.Handlers) {
 	{
 		groups.GET("", h.Admin.Group.List)
 		groups.GET("/all", h.Admin.Group.GetAll)
+		groups.PUT("/sort-order", h.Admin.Group.UpdateSortOrder)
 		groups.GET("/:id", h.Admin.Group.GetByID)
 		groups.POST("", h.Admin.Group.Create)
 		groups.PUT("/:id", h.Admin.Group.Update)
@@ -208,6 +209,7 @@ func registerAccountRoutes(admin *gin.RouterGroup, h *handler.Handlers) {
 		accounts.GET("/:id", h.Admin.Account.GetByID)
 		accounts.POST("", h.Admin.Account.Create)
 		accounts.POST("/sync/crs", h.Admin.Account.SyncFromCRS)
+		accounts.POST("/sync/crs/preview", h.Admin.Account.PreviewFromCRS)
 		accounts.PUT("/:id", h.Admin.Account.Update)
 		accounts.DELETE("/:id", h.Admin.Account.Delete)
 		accounts.POST("/:id/test", h.Admin.Account.Test)
@@ -279,6 +281,7 @@ func registerAntigravityOAuthRoutes(admin *gin.RouterGroup, h *handler.Handlers)
 	{
 		antigravity.POST("/oauth/auth-url", h.Admin.AntigravityOAuth.GenerateAuthURL)
 		antigravity.POST("/oauth/exchange-code", h.Admin.AntigravityOAuth.ExchangeCode)
+		antigravity.POST("/oauth/refresh-token", h.Admin.AntigravityOAuth.RefreshToken)
 	}
 }
 

backend/internal/service/account.go

@@ -425,6 +425,22 @@ func (a *Account) GetBaseURL() string {
 	if baseURL == "" {
 		return "https://api.anthropic.com"
 	}
+	if a.Platform == PlatformAntigravity {
+		return strings.TrimRight(baseURL, "/") + "/antigravity"
+	}
+	return baseURL
+}
+
+// GetGeminiBaseURL 返回 Gemini 兼容端点的 base URL。
+// Antigravity 平台的 APIKey 账号自动拼接 /antigravity。
+func (a *Account) GetGeminiBaseURL(defaultBaseURL string) string {
+	baseURL := strings.TrimSpace(a.GetCredential("base_url"))
+	if baseURL == "" {
+		return defaultBaseURL
+	}
+	if a.Platform == PlatformAntigravity && a.Type == AccountTypeAPIKey {
+		return strings.TrimRight(baseURL, "/") + "/antigravity"
+	}
 	return baseURL
 }
 

backend/internal/service/account_base_url_test.go

@@ -0,0 +1,160 @@
+//go:build unit
+
+package service
+
+import (
+	"testing"
+)
+
+func TestGetBaseURL(t *testing.T) {
+	tests := []struct {
+		name     string
+		account  Account
+		expected string
+	}{
+		{
+			name: "non-apikey type returns empty",
+			account: Account{
+				Type:     AccountTypeOAuth,
+				Platform: PlatformAnthropic,
+			},
+			expected: "",
+		},
+		{
+			name: "apikey without base_url returns default anthropic",
+			account: Account{
+				Type:        AccountTypeAPIKey,
+				Platform:    PlatformAnthropic,
+				Credentials: map[string]any{},
+			},
+			expected: "https://api.anthropic.com",
+		},
+		{
+			name: "apikey with custom base_url",
+			account: Account{
+				Type:        AccountTypeAPIKey,
+				Platform:    PlatformAnthropic,
+				Credentials: map[string]any{"base_url": "https://custom.example.com"},
+			},
+			expected: "https://custom.example.com",
+		},
+		{
+			name: "antigravity apikey auto-appends /antigravity",
+			account: Account{
+				Type:        AccountTypeAPIKey,
+				Platform:    PlatformAntigravity,
+				Credentials: map[string]any{"base_url": "https://upstream.example.com"},
+			},
+			expected: "https://upstream.example.com/antigravity",
+		},
+		{
+			name: "antigravity apikey trims trailing slash before appending",
+			account: Account{
+				Type:        AccountTypeAPIKey,
+				Platform:    PlatformAntigravity,
+				Credentials: map[string]any{"base_url": "https://upstream.example.com/"},
+			},
+			expected: "https://upstream.example.com/antigravity",
+		},
+		{
+			name: "antigravity non-apikey returns empty",
+			account: Account{
+				Type:        AccountTypeOAuth,
+				Platform:    PlatformAntigravity,
+				Credentials: map[string]any{"base_url": "https://upstream.example.com"},
+			},
+			expected: "",
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			result := tt.account.GetBaseURL()
+			if result != tt.expected {
+				t.Errorf("GetBaseURL() = %q, want %q", result, tt.expected)
+			}
+		})
+	}
+}
+
+func TestGetGeminiBaseURL(t *testing.T) {
+	const defaultGeminiURL = "https://generativelanguage.googleapis.com"
+
+	tests := []struct {
+		name     string
+		account  Account
+		expected string
+	}{
+		{
+			name: "apikey without base_url returns default",
+			account: Account{
+				Type:        AccountTypeAPIKey,
+				Platform:    PlatformGemini,
+				Credentials: map[string]any{},
+			},
+			expected: defaultGeminiURL,
+		},
+		{
+			name: "apikey with custom base_url",
+			account: Account{
+				Type:        AccountTypeAPIKey,
+				Platform:    PlatformGemini,
+				Credentials: map[string]any{"base_url": "https://custom-gemini.example.com"},
+			},
+			expected: "https://custom-gemini.example.com",
+		},
+		{
+			name: "antigravity apikey auto-appends /antigravity",
+			account: Account{
+				Type:        AccountTypeAPIKey,
+				Platform:    PlatformAntigravity,
+				Credentials: map[string]any{"base_url": "https://upstream.example.com"},
+			},
+			expected: "https://upstream.example.com/antigravity",
+		},
+		{
+			name: "antigravity apikey trims trailing slash",
+			account: Account{
+				Type:        AccountTypeAPIKey,
+				Platform:    PlatformAntigravity,
+				Credentials: map[string]any{"base_url": "https://upstream.example.com/"},
+			},
+			expected: "https://upstream.example.com/antigravity",
+		},
+		{
+			name: "antigravity oauth does NOT append /antigravity",
+			account: Account{
+				Type:        AccountTypeOAuth,
+				Platform:    PlatformAntigravity,
+				Credentials: map[string]any{"base_url": "https://upstream.example.com"},
+			},
+			expected: "https://upstream.example.com",
+		},
+		{
+			name: "oauth without base_url returns default",
+			account: Account{
+				Type:        AccountTypeOAuth,
+				Platform:    PlatformAntigravity,
+				Credentials: map[string]any{},
+			},
+			expected: defaultGeminiURL,
+		},
+		{
+			name: "nil credentials returns default",
+			account: Account{
+				Type:     AccountTypeAPIKey,
+				Platform: PlatformGemini,
+			},
+			expected: defaultGeminiURL,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			result := tt.account.GetGeminiBaseURL(defaultGeminiURL)
+			if result != tt.expected {
+				t.Errorf("GetGeminiBaseURL() = %q, want %q", result, tt.expected)
+			}
+		})
+	}
+}

backend/internal/service/account_service.go

@@ -25,11 +25,14 @@ type AccountRepository interface {
 	// GetByCRSAccountID finds an account previously synced from CRS.
 	// Returns (nil, nil) if not found.
 	GetByCRSAccountID(ctx context.Context, crsAccountID string) (*Account, error)
+	// ListCRSAccountIDs returns a map of crs_account_id -> local account ID
+	// for all accounts that have been synced from CRS.
+	ListCRSAccountIDs(ctx context.Context) (map[string]int64, error)
 	Update(ctx context.Context, account *Account) error
 	Delete(ctx context.Context, id int64) error
 
 	List(ctx context.Context, params pagination.PaginationParams) ([]Account, *pagination.PaginationResult, error)
-	ListWithFilters(ctx context.Context, params pagination.PaginationParams, platform, accountType, status, search string) ([]Account, *pagination.PaginationResult, error)
+	ListWithFilters(ctx context.Context, params pagination.PaginationParams, platform, accountType, status, search string, groupID int64) ([]Account, *pagination.PaginationResult, error)
 	ListByGroup(ctx context.Context, groupID int64) ([]Account, error)
 	ListActive(ctx context.Context) ([]Account, error)
 	ListByPlatform(ctx context.Context, platform string) ([]Account, error)
@@ -50,7 +53,6 @@ type AccountRepository interface {
 	ListSchedulableByGroupIDAndPlatforms(ctx context.Context, groupID int64, platforms []string) ([]Account, error)
 
 	SetRateLimited(ctx context.Context, id int64, resetAt time.Time) error
-	SetAntigravityQuotaScopeLimit(ctx context.Context, id int64, scope AntigravityQuotaScope, resetAt time.Time) error
 	SetModelRateLimit(ctx context.Context, id int64, scope string, resetAt time.Time) error
 	SetOverloaded(ctx context.Context, id int64, until time.Time) error
 	SetTempUnschedulable(ctx context.Context, id int64, until time.Time, reason string) error

backend/internal/service/account_service_delete_test.go

@@ -54,6 +54,10 @@ func (s *accountRepoStub) GetByCRSAccountID(ctx context.Context, crsAccountID st
 	panic("unexpected GetByCRSAccountID call")
 }
 
+func (s *accountRepoStub) ListCRSAccountIDs(ctx context.Context) (map[string]int64, error) {
+	panic("unexpected ListCRSAccountIDs call")
+}
+
 func (s *accountRepoStub) Update(ctx context.Context, account *Account) error {
 	panic("unexpected Update call")
 }
@@ -71,7 +75,7 @@ func (s *accountRepoStub) List(ctx context.Context, params pagination.Pagination
 	panic("unexpected List call")
 }
 
-func (s *accountRepoStub) ListWithFilters(ctx context.Context, params pagination.PaginationParams, platform, accountType, status, search string) ([]Account, *pagination.PaginationResult, error) {
+func (s *accountRepoStub) ListWithFilters(ctx context.Context, params pagination.PaginationParams, platform, accountType, status, search string, groupID int64) ([]Account, *pagination.PaginationResult, error) {
 	panic("unexpected ListWithFilters call")
 }
 
@@ -143,10 +147,6 @@ func (s *accountRepoStub) SetRateLimited(ctx context.Context, id int64, resetAt
 	panic("unexpected SetRateLimited call")
 }
 
-func (s *accountRepoStub) SetAntigravityQuotaScopeLimit(ctx context.Context, id int64, scope AntigravityQuotaScope, resetAt time.Time) error {
-	panic("unexpected SetAntigravityQuotaScopeLimit call")
-}
-
 func (s *accountRepoStub) SetModelRateLimit(ctx context.Context, id int64, scope string, resetAt time.Time) error {
 	panic("unexpected SetModelRateLimit call")
 }

backend/internal/service/account_test_service.go

@@ -245,7 +245,6 @@ func (s *AccountTestService) testClaudeAccountConnection(c *gin.Context, account
 	// Set common headers
 	req.Header.Set("Content-Type", "application/json")
 	req.Header.Set("anthropic-version", "2023-06-01")
-	req.Header.Set("anthropic-beta", claude.DefaultBetaHeader)
 
 	// Apply Claude Code client headers
 	for key, value := range claude.DefaultHeaders {
@@ -254,8 +253,10 @@ func (s *AccountTestService) testClaudeAccountConnection(c *gin.Context, account
 
 	// Set authentication header
 	if useBearer {
+		req.Header.Set("anthropic-beta", claude.DefaultBetaHeader)
 		req.Header.Set("Authorization", "Bearer "+authToken)
 	} else {
+		req.Header.Set("anthropic-beta", claude.APIKeyBetaHeader)
 		req.Header.Set("x-api-key", authToken)
 	}
 

backend/internal/service/admin_service.go

@@ -36,9 +36,10 @@ type AdminService interface {
 	UpdateGroup(ctx context.Context, id int64, input *UpdateGroupInput) (*Group, error)
 	DeleteGroup(ctx context.Context, id int64) error
 	GetGroupAPIKeys(ctx context.Context, groupID int64, page, pageSize int) ([]APIKey, int64, error)
+	UpdateGroupSortOrders(ctx context.Context, updates []GroupSortOrderUpdate) error
 
 	// Account management
-	ListAccounts(ctx context.Context, page, pageSize int, platform, accountType, status, search string) ([]Account, int64, error)
+	ListAccounts(ctx context.Context, page, pageSize int, platform, accountType, status, search string, groupID int64) ([]Account, int64, error)
 	GetAccount(ctx context.Context, id int64) (*Account, error)
 	GetAccountsByIDs(ctx context.Context, ids []int64) ([]*Account, error)
 	CreateAccount(ctx context.Context, input *CreateAccountInput) (*Account, error)
@@ -1015,10 +1016,14 @@ func (s *adminServiceImpl) GetGroupAPIKeys(ctx context.Context, groupID int64, p
 	return keys, result.Total, nil
 }
 
+func (s *adminServiceImpl) UpdateGroupSortOrders(ctx context.Context, updates []GroupSortOrderUpdate) error {
+	return s.groupRepo.UpdateSortOrders(ctx, updates)
+}
+
 // Account management implementations
-func (s *adminServiceImpl) ListAccounts(ctx context.Context, page, pageSize int, platform, accountType, status, search string) ([]Account, int64, error) {
+func (s *adminServiceImpl) ListAccounts(ctx context.Context, page, pageSize int, platform, accountType, status, search string, groupID int64) ([]Account, int64, error) {
 	params := pagination.PaginationParams{Page: page, PageSize: pageSize}
-	accounts, result, err := s.accountRepo.ListWithFilters(ctx, params, platform, accountType, status, search)
+	accounts, result, err := s.accountRepo.ListWithFilters(ctx, params, platform, accountType, status, search, groupID)
 	if err != nil {
 		return nil, 0, err
 	}

backend/internal/service/admin_service_delete_test.go

@@ -172,6 +172,10 @@ func (s *groupRepoStub) GetAccountIDsByGroupIDs(ctx context.Context, groupIDs []
 	panic("unexpected GetAccountIDsByGroupIDs call")
 }
 
+func (s *groupRepoStub) UpdateSortOrders(ctx context.Context, updates []GroupSortOrderUpdate) error {
+	return nil
+}
+
 type proxyRepoStub struct {
 	deleteErr    error
 	countErr     error

backend/internal/service/admin_service_group_test.go

@@ -116,6 +116,10 @@ func (s *groupRepoStubForAdmin) GetAccountIDsByGroupIDs(_ context.Context, _ []i
 	panic("unexpected GetAccountIDsByGroupIDs call")
 }
 
+func (s *groupRepoStubForAdmin) UpdateSortOrders(_ context.Context, _ []GroupSortOrderUpdate) error {
+	return nil
+}
+
 // TestAdminService_CreateGroup_WithImagePricing 测试创建分组时 ImagePrice 字段正确传递
 func TestAdminService_CreateGroup_WithImagePricing(t *testing.T) {
 	repo := &groupRepoStubForAdmin{}
@@ -395,6 +399,10 @@ func (s *groupRepoStubForFallbackCycle) GetAccountIDsByGroupIDs(_ context.Contex
 	panic("unexpected GetAccountIDsByGroupIDs call")
 }
 
+func (s *groupRepoStubForFallbackCycle) UpdateSortOrders(_ context.Context, _ []GroupSortOrderUpdate) error {
+	return nil
+}
+
 type groupRepoStubForInvalidRequestFallback struct {
 	groups  map[int64]*Group
 	created *Group
@@ -466,6 +474,10 @@ func (s *groupRepoStubForInvalidRequestFallback) BindAccountsToGroup(_ context.C
 	panic("unexpected BindAccountsToGroup call")
 }
 
+func (s *groupRepoStubForInvalidRequestFallback) UpdateSortOrders(_ context.Context, _ []GroupSortOrderUpdate) error {
+	return nil
+}
+
 func TestAdminService_CreateGroup_InvalidRequestFallbackRejectsUnsupportedPlatform(t *testing.T) {
 	fallbackID := int64(10)
 	repo := &groupRepoStubForInvalidRequestFallback{

backend/internal/service/admin_service_search_test.go

@@ -24,7 +24,7 @@ type accountRepoStubForAdminList struct {
 	listWithFiltersErr      error
 }
 
-func (s *accountRepoStubForAdminList) ListWithFilters(_ context.Context, params pagination.PaginationParams, platform, accountType, status, search string) ([]Account, *pagination.PaginationResult, error) {
+func (s *accountRepoStubForAdminList) ListWithFilters(_ context.Context, params pagination.PaginationParams, platform, accountType, status, search string, groupID int64) ([]Account, *pagination.PaginationResult, error) {
 	s.listWithFiltersCalls++
 	s.listWithFiltersParams = params
 	s.listWithFiltersPlatform = platform
@@ -168,7 +168,7 @@ func TestAdminService_ListAccounts_WithSearch(t *testing.T) {
 		}
 		svc := &adminServiceImpl{accountRepo: repo}
 
-		accounts, total, err := svc.ListAccounts(context.Background(), 1, 20, PlatformGemini, AccountTypeOAuth, StatusActive, "acc")
+		accounts, total, err := svc.ListAccounts(context.Background(), 1, 20, PlatformGemini, AccountTypeOAuth, StatusActive, "acc", 0)
 		require.NoError(t, err)
 		require.Equal(t, int64(10), total)
 		require.Equal(t, []Account{{ID: 1, Name: "acc"}}, accounts)

backend/internal/service/anthropic_session.go

@@ -0,0 +1,79 @@
+package service
+
+import (
+	"encoding/json"
+	"strings"
+	"time"
+)
+
+// Anthropic 会话 Fallback 相关常量
+const (
+	// anthropicSessionTTLSeconds Anthropic 会话缓存 TTL（5 分钟）
+	anthropicSessionTTLSeconds = 300
+
+	// anthropicDigestSessionKeyPrefix Anthropic 摘要 fallback 会话 key 前缀
+	anthropicDigestSessionKeyPrefix = "anthropic:digest:"
+)
+
+// AnthropicSessionTTL 返回 Anthropic 会话缓存 TTL
+func AnthropicSessionTTL() time.Duration {
+	return anthropicSessionTTLSeconds * time.Second
+}
+
+// BuildAnthropicDigestChain 根据 Anthropic 请求生成摘要链
+// 格式: s:<hash>-u:<hash>-a:<hash>-u:<hash>-...
+// s = system, u = user, a = assistant
+func BuildAnthropicDigestChain(parsed *ParsedRequest) string {
+	if parsed == nil {
+		return ""
+	}
+
+	var parts []string
+
+	// 1. system prompt
+	if parsed.System != nil {
+		systemData, _ := json.Marshal(parsed.System)
+		if len(systemData) > 0 && string(systemData) != "null" {
+			parts = append(parts, "s:"+shortHash(systemData))
+		}
+	}
+
+	// 2. messages
+	for _, msg := range parsed.Messages {
+		msgMap, ok := msg.(map[string]any)
+		if !ok {
+			continue
+		}
+		role, _ := msgMap["role"].(string)
+		prefix := rolePrefix(role)
+		content := msgMap["content"]
+		contentData, _ := json.Marshal(content)
+		parts = append(parts, prefix+":"+shortHash(contentData))
+	}
+
+	return strings.Join(parts, "-")
+}
+
+// rolePrefix 将 Anthropic 的 role 映射为单字符前缀
+func rolePrefix(role string) string {
+	switch role {
+	case "assistant":
+		return "a"
+	default:
+		return "u"
+	}
+}
+
+// GenerateAnthropicDigestSessionKey 生成 Anthropic 摘要 fallback 的 sessionKey
+// 组合 prefixHash 前 8 位 + uuid 前 8 位，确保不同会话产生不同的 sessionKey
+func GenerateAnthropicDigestSessionKey(prefixHash, uuid string) string {
+	prefix := prefixHash
+	if len(prefixHash) >= 8 {
+		prefix = prefixHash[:8]
+	}
+	uuidPart := uuid
+	if len(uuid) >= 8 {
+		uuidPart = uuid[:8]
+	}
+	return anthropicDigestSessionKeyPrefix + prefix + ":" + uuidPart
+}

backend/internal/service/anthropic_session_test.go

@@ -0,0 +1,320 @@
+package service
+
+import (
+	"strings"
+	"testing"
+)
+
+func TestBuildAnthropicDigestChain_NilRequest(t *testing.T) {
+	result := BuildAnthropicDigestChain(nil)
+	if result != "" {
+		t.Errorf("expected empty string for nil request, got: %s", result)
+	}
+}
+
+func TestBuildAnthropicDigestChain_EmptyMessages(t *testing.T) {
+	parsed := &ParsedRequest{
+		Messages: []any{},
+	}
+	result := BuildAnthropicDigestChain(parsed)
+	if result != "" {
+		t.Errorf("expected empty string for empty messages, got: %s", result)
+	}
+}
+
+func TestBuildAnthropicDigestChain_SingleUserMessage(t *testing.T) {
+	parsed := &ParsedRequest{
+		Messages: []any{
+			map[string]any{"role": "user", "content": "hello"},
+		},
+	}
+	result := BuildAnthropicDigestChain(parsed)
+	parts := splitChain(result)
+	if len(parts) != 1 {
+		t.Fatalf("expected 1 part, got %d: %s", len(parts), result)
+	}
+	if !strings.HasPrefix(parts[0], "u:") {
+		t.Errorf("expected prefix 'u:', got: %s", parts[0])
+	}
+}
+
+func TestBuildAnthropicDigestChain_UserAndAssistant(t *testing.T) {
+	parsed := &ParsedRequest{
+		Messages: []any{
+			map[string]any{"role": "user", "content": "hello"},
+			map[string]any{"role": "assistant", "content": "hi there"},
+		},
+	}
+	result := BuildAnthropicDigestChain(parsed)
+	parts := splitChain(result)
+	if len(parts) != 2 {
+		t.Fatalf("expected 2 parts, got %d: %s", len(parts), result)
+	}
+	if !strings.HasPrefix(parts[0], "u:") {
+		t.Errorf("part[0] expected prefix 'u:', got: %s", parts[0])
+	}
+	if !strings.HasPrefix(parts[1], "a:") {
+		t.Errorf("part[1] expected prefix 'a:', got: %s", parts[1])
+	}
+}
+
+func TestBuildAnthropicDigestChain_WithSystemString(t *testing.T) {
+	parsed := &ParsedRequest{
+		System: "You are a helpful assistant",
+		Messages: []any{
+			map[string]any{"role": "user", "content": "hello"},
+		},
+	}
+	result := BuildAnthropicDigestChain(parsed)
+	parts := splitChain(result)
+	if len(parts) != 2 {
+		t.Fatalf("expected 2 parts (s + u), got %d: %s", len(parts), result)
+	}
+	if !strings.HasPrefix(parts[0], "s:") {
+		t.Errorf("part[0] expected prefix 's:', got: %s", parts[0])
+	}
+	if !strings.HasPrefix(parts[1], "u:") {
+		t.Errorf("part[1] expected prefix 'u:', got: %s", parts[1])
+	}
+}
+
+func TestBuildAnthropicDigestChain_WithSystemContentBlocks(t *testing.T) {
+	parsed := &ParsedRequest{
+		System: []any{
+			map[string]any{"type": "text", "text": "You are a helpful assistant"},
+		},
+		Messages: []any{
+			map[string]any{"role": "user", "content": "hello"},
+		},
+	}
+	result := BuildAnthropicDigestChain(parsed)
+	parts := splitChain(result)
+	if len(parts) != 2 {
+		t.Fatalf("expected 2 parts (s + u), got %d: %s", len(parts), result)
+	}
+	if !strings.HasPrefix(parts[0], "s:") {
+		t.Errorf("part[0] expected prefix 's:', got: %s", parts[0])
+	}
+}
+
+func TestBuildAnthropicDigestChain_ConversationPrefixRelationship(t *testing.T) {
+	// 核心测试：验证对话增长时链的前缀关系
+	// 上一轮的完整链一定是下一轮链的前缀
+	system := "You are a helpful assistant"
+
+	// 第 1 轮: system + user
+	round1 := &ParsedRequest{
+		System: system,
+		Messages: []any{
+			map[string]any{"role": "user", "content": "hello"},
+		},
+	}
+	chain1 := BuildAnthropicDigestChain(round1)
+
+	// 第 2 轮: system + user + assistant + user
+	round2 := &ParsedRequest{
+		System: system,
+		Messages: []any{
+			map[string]any{"role": "user", "content": "hello"},
+			map[string]any{"role": "assistant", "content": "hi there"},
+			map[string]any{"role": "user", "content": "how are you?"},
+		},
+	}
+	chain2 := BuildAnthropicDigestChain(round2)
+
+	// 第 3 轮: system + user + assistant + user + assistant + user
+	round3 := &ParsedRequest{
+		System: system,
+		Messages: []any{
+			map[string]any{"role": "user", "content": "hello"},
+			map[string]any{"role": "assistant", "content": "hi there"},
+			map[string]any{"role": "user", "content": "how are you?"},
+			map[string]any{"role": "assistant", "content": "I'm doing well"},
+			map[string]any{"role": "user", "content": "great"},
+		},
+	}
+	chain3 := BuildAnthropicDigestChain(round3)
+
+	t.Logf("Chain1: %s", chain1)
+	t.Logf("Chain2: %s", chain2)
+	t.Logf("Chain3: %s", chain3)
+
+	// chain1 是 chain2 的前缀
+	if !strings.HasPrefix(chain2, chain1) {
+		t.Errorf("chain1 should be prefix of chain2:\n  chain1: %s\n  chain2: %s", chain1, chain2)
+	}
+
+	// chain2 是 chain3 的前缀
+	if !strings.HasPrefix(chain3, chain2) {
+		t.Errorf("chain2 should be prefix of chain3:\n  chain2: %s\n  chain3: %s", chain2, chain3)
+	}
+
+	// chain1 也是 chain3 的前缀（传递性）
+	if !strings.HasPrefix(chain3, chain1) {
+		t.Errorf("chain1 should be prefix of chain3:\n  chain1: %s\n  chain3: %s", chain1, chain3)
+	}
+}
+
+func TestBuildAnthropicDigestChain_DifferentSystemProducesDifferentChain(t *testing.T) {
+	parsed1 := &ParsedRequest{
+		System: "System A",
+		Messages: []any{
+			map[string]any{"role": "user", "content": "hello"},
+		},
+	}
+	parsed2 := &ParsedRequest{
+		System: "System B",
+		Messages: []any{
+			map[string]any{"role": "user", "content": "hello"},
+		},
+	}
+
+	chain1 := BuildAnthropicDigestChain(parsed1)
+	chain2 := BuildAnthropicDigestChain(parsed2)
+
+	if chain1 == chain2 {
+		t.Error("Different system prompts should produce different chains")
+	}
+
+	// 但 user 部分的 hash 应该相同
+	parts1 := splitChain(chain1)
+	parts2 := splitChain(chain2)
+	if parts1[1] != parts2[1] {
+		t.Error("Same user message should produce same hash regardless of system")
+	}
+}
+
+func TestBuildAnthropicDigestChain_DifferentContentProducesDifferentChain(t *testing.T) {
+	parsed1 := &ParsedRequest{
+		Messages: []any{
+			map[string]any{"role": "user", "content": "hello"},
+			map[string]any{"role": "assistant", "content": "ORIGINAL reply"},
+			map[string]any{"role": "user", "content": "next"},
+		},
+	}
+	parsed2 := &ParsedRequest{
+		Messages: []any{
+			map[string]any{"role": "user", "content": "hello"},
+			map[string]any{"role": "assistant", "content": "TAMPERED reply"},
+			map[string]any{"role": "user", "content": "next"},
+		},
+	}
+
+	chain1 := BuildAnthropicDigestChain(parsed1)
+	chain2 := BuildAnthropicDigestChain(parsed2)
+
+	if chain1 == chain2 {
+		t.Error("Different content should produce different chains")
+	}
+
+	parts1 := splitChain(chain1)
+	parts2 := splitChain(chain2)
+	// 第一个 user message hash 应该相同
+	if parts1[0] != parts2[0] {
+		t.Error("First user message hash should be the same")
+	}
+	// assistant reply hash 应该不同
+	if parts1[1] == parts2[1] {
+		t.Error("Assistant reply hash should differ")
+	}
+}
+
+func TestBuildAnthropicDigestChain_Deterministic(t *testing.T) {
+	parsed := &ParsedRequest{
+		System: "test system",
+		Messages: []any{
+			map[string]any{"role": "user", "content": "hello"},
+			map[string]any{"role": "assistant", "content": "hi"},
+		},
+	}
+
+	chain1 := BuildAnthropicDigestChain(parsed)
+	chain2 := BuildAnthropicDigestChain(parsed)
+
+	if chain1 != chain2 {
+		t.Errorf("BuildAnthropicDigestChain not deterministic: %s vs %s", chain1, chain2)
+	}
+}
+
+func TestGenerateAnthropicDigestSessionKey(t *testing.T) {
+	tests := []struct {
+		name       string
+		prefixHash string
+		uuid       string
+		want       string
+	}{
+		{
+			name:       "normal 16 char hash with uuid",
+			prefixHash: "abcdefgh12345678",
+			uuid:       "550e8400-e29b-41d4-a716-446655440000",
+			want:       "anthropic:digest:abcdefgh:550e8400",
+		},
+		{
+			name:       "exactly 8 chars",
+			prefixHash: "12345678",
+			uuid:       "abcdefgh",
+			want:       "anthropic:digest:12345678:abcdefgh",
+		},
+		{
+			name:       "short values",
+			prefixHash: "abc",
+			uuid:       "xyz",
+			want:       "anthropic:digest:abc:xyz",
+		},
+		{
+			name:       "empty values",
+			prefixHash: "",
+			uuid:       "",
+			want:       "anthropic:digest::",
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			got := GenerateAnthropicDigestSessionKey(tt.prefixHash, tt.uuid)
+			if got != tt.want {
+				t.Errorf("GenerateAnthropicDigestSessionKey(%q, %q) = %q, want %q", tt.prefixHash, tt.uuid, got, tt.want)
+			}
+		})
+	}
+
+	// 验证不同 uuid 产生不同 sessionKey
+	t.Run("different uuid different key", func(t *testing.T) {
+		hash := "sameprefix123456"
+		result1 := GenerateAnthropicDigestSessionKey(hash, "uuid0001-session-a")
+		result2 := GenerateAnthropicDigestSessionKey(hash, "uuid0002-session-b")
+		if result1 == result2 {
+			t.Errorf("Different UUIDs should produce different session keys: %s vs %s", result1, result2)
+		}
+	})
+}
+
+func TestAnthropicSessionTTL(t *testing.T) {
+	ttl := AnthropicSessionTTL()
+	if ttl.Seconds() != 300 {
+		t.Errorf("expected 300 seconds, got: %v", ttl.Seconds())
+	}
+}
+
+func TestBuildAnthropicDigestChain_ContentBlocks(t *testing.T) {
+	// 测试 content 为 content blocks 数组的情况
+	parsed := &ParsedRequest{
+		Messages: []any{
+			map[string]any{
+				"role": "user",
+				"content": []any{
+					map[string]any{"type": "text", "text": "describe this image"},
+					map[string]any{"type": "image", "source": map[string]any{"type": "base64"}},
+				},
+			},
+		},
+	}
+	result := BuildAnthropicDigestChain(parsed)
+	parts := splitChain(result)
+	if len(parts) != 1 {
+		t.Fatalf("expected 1 part, got %d: %s", len(parts), result)
+	}
+	if !strings.HasPrefix(parts[0], "u:") {
+		t.Errorf("expected prefix 'u:', got: %s", parts[0])
+	}
+}

backend/internal/service/antigravity_gateway_service_test.go

@@ -4,17 +4,42 @@ import (
 	"bytes"
 	"context"
 	"encoding/json"
+	"errors"
+	"fmt"
 	"io"
 	"net/http"
 	"net/http/httptest"
 	"testing"
 	"time"
 
+	"github.com/Wei-Shaw/sub2api/internal/config"
 	"github.com/Wei-Shaw/sub2api/internal/pkg/antigravity"
 	"github.com/gin-gonic/gin"
 	"github.com/stretchr/testify/require"
 )
 
+// antigravityFailingWriter 模拟客户端断开连接的 gin.ResponseWriter
+type antigravityFailingWriter struct {
+	gin.ResponseWriter
+	failAfter int // 允许成功写入的次数，之后所有写入返回错误
+	writes    int
+}
+
+func (w *antigravityFailingWriter) Write(p []byte) (int, error) {
+	if w.writes >= w.failAfter {
+		return 0, errors.New("write failed: client disconnected")
+	}
+	w.writes++
+	return w.ResponseWriter.Write(p)
+}
+
+// newAntigravityTestService 创建用于流式测试的 AntigravityGatewayService
+func newAntigravityTestService(cfg *config.Config) *AntigravityGatewayService {
+	return &AntigravityGatewayService{
+		settingService: &SettingService{cfg: cfg},
+	}
+}
+
 func TestStripSignatureSensitiveBlocksFromClaudeRequest(t *testing.T) {
 	req := &antigravity.ClaudeRequest{
 		Model: "claude-sonnet-4-5",
@@ -337,8 +362,8 @@ func TestAntigravityGatewayService_Forward_StickySessionForceCacheBilling(t *tes
 	require.True(t, failoverErr.ForceCacheBilling, "ForceCacheBilling should be true for sticky session switch")
 }
 
-// TestAntigravityGatewayService_ForwardGemini_StickySessionForceCacheBilling
-// 验证：ForwardGemini 粘性会话切换时，UpstreamFailoverError.ForceCacheBilling 应为 true
+// TestAntigravityGatewayService_ForwardGemini_StickySessionForceCacheBilling verifies
+// that ForwardGemini sets ForceCacheBilling=true for sticky session switch.
 func TestAntigravityGatewayService_ForwardGemini_StickySessionForceCacheBilling(t *testing.T) {
 	gin.SetMode(gin.TestMode)
 	writer := httptest.NewRecorder()
@@ -391,3 +416,507 @@ func TestAntigravityGatewayService_ForwardGemini_StickySessionForceCacheBilling(
 	require.Equal(t, http.StatusServiceUnavailable, failoverErr.StatusCode)
 	require.True(t, failoverErr.ForceCacheBilling, "ForceCacheBilling should be true for sticky session switch")
 }
+
+// --- 流式 happy path 测试 ---
+
+// TestStreamUpstreamResponse_NormalComplete
+// 验证：正常流式转发完成时，数据正确透传、usage 正确收集、clientDisconnect=false
+func TestStreamUpstreamResponse_NormalComplete(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	svc := newAntigravityTestService(&config.Config{
+		Gateway: config.GatewayConfig{MaxLineSize: defaultMaxLineSize},
+	})
+
+	rec := httptest.NewRecorder()
+	c, _ := gin.CreateTestContext(rec)
+	c.Request = httptest.NewRequest(http.MethodPost, "/", nil)
+
+	pr, pw := io.Pipe()
+	resp := &http.Response{StatusCode: http.StatusOK, Body: pr, Header: http.Header{}}
+
+	go func() {
+		defer func() { _ = pw.Close() }()
+		fmt.Fprintln(pw, `event: message_start`)
+		fmt.Fprintln(pw, `data: {"type":"message_start","message":{"usage":{"input_tokens":10}}}`)
+		fmt.Fprintln(pw, "")
+		fmt.Fprintln(pw, `event: content_block_delta`)
+		fmt.Fprintln(pw, `data: {"type":"content_block_delta","delta":{"text":"hello"}}`)
+		fmt.Fprintln(pw, "")
+		fmt.Fprintln(pw, `event: message_delta`)
+		fmt.Fprintln(pw, `data: {"type":"message_delta","usage":{"output_tokens":5}}`)
+		fmt.Fprintln(pw, "")
+	}()
+
+	result := svc.streamUpstreamResponse(c, resp, time.Now())
+	_ = pr.Close()
+
+	require.NotNil(t, result)
+	require.False(t, result.clientDisconnect, "normal completion should not set clientDisconnect")
+	require.NotNil(t, result.usage)
+	require.Equal(t, 5, result.usage.OutputTokens, "should collect output_tokens from message_delta")
+	require.NotNil(t, result.firstTokenMs, "should record first token time")
+
+	// 验证数据被透传到客户端
+	body := rec.Body.String()
+	require.Contains(t, body, "event: message_start")
+	require.Contains(t, body, "content_block_delta")
+	require.Contains(t, body, "message_delta")
+}
+
+// TestHandleGeminiStreamingResponse_NormalComplete
+// 验证：正常 Gemini 流式转发，数据正确透传、usage 正确收集
+func TestHandleGeminiStreamingResponse_NormalComplete(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	svc := newAntigravityTestService(&config.Config{
+		Gateway: config.GatewayConfig{MaxLineSize: defaultMaxLineSize},
+	})
+
+	rec := httptest.NewRecorder()
+	c, _ := gin.CreateTestContext(rec)
+	c.Request = httptest.NewRequest(http.MethodPost, "/", nil)
+
+	pr, pw := io.Pipe()
+	resp := &http.Response{StatusCode: http.StatusOK, Body: pr, Header: http.Header{}}
+
+	go func() {
+		defer func() { _ = pw.Close() }()
+		// 第一个 chunk（部分内容）
+		fmt.Fprintln(pw, `data: {"candidates":[{"content":{"parts":[{"text":"Hello"}]}}],"usageMetadata":{"promptTokenCount":10,"candidatesTokenCount":3}}`)
+		fmt.Fprintln(pw, "")
+		// 第二个 chunk（最终内容+完整 usage）
+		fmt.Fprintln(pw, `data: {"candidates":[{"content":{"parts":[{"text":" world"}]},"finishReason":"STOP"}],"usageMetadata":{"promptTokenCount":10,"candidatesTokenCount":8,"cachedContentTokenCount":2}}`)
+		fmt.Fprintln(pw, "")
+	}()
+
+	result, err := svc.handleGeminiStreamingResponse(c, resp, time.Now())
+	_ = pr.Close()
+
+	require.NoError(t, err)
+	require.NotNil(t, result)
+	require.False(t, result.clientDisconnect, "normal completion should not set clientDisconnect")
+	require.NotNil(t, result.usage)
+	// Gemini usage: promptTokenCount=10, candidatesTokenCount=8, cachedContentTokenCount=2
+	// → InputTokens=10-2=8, OutputTokens=8, CacheReadInputTokens=2
+	require.Equal(t, 8, result.usage.InputTokens)
+	require.Equal(t, 8, result.usage.OutputTokens)
+	require.Equal(t, 2, result.usage.CacheReadInputTokens)
+	require.NotNil(t, result.firstTokenMs, "should record first token time")
+
+	// 验证数据被透传到客户端
+	body := rec.Body.String()
+	require.Contains(t, body, "Hello")
+	require.Contains(t, body, "world")
+	// 不应包含错误事件
+	require.NotContains(t, body, "event: error")
+}
+
+// TestHandleClaudeStreamingResponse_NormalComplete
+// 验证：正常 Claude 流式转发（Gemini→Claude 转换），数据正确转换并输出
+func TestHandleClaudeStreamingResponse_NormalComplete(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	svc := newAntigravityTestService(&config.Config{
+		Gateway: config.GatewayConfig{MaxLineSize: defaultMaxLineSize},
+	})
+
+	rec := httptest.NewRecorder()
+	c, _ := gin.CreateTestContext(rec)
+	c.Request = httptest.NewRequest(http.MethodPost, "/", nil)
+
+	pr, pw := io.Pipe()
+	resp := &http.Response{StatusCode: http.StatusOK, Body: pr, Header: http.Header{}}
+
+	go func() {
+		defer func() { _ = pw.Close() }()
+		// v1internal 包装格式：Gemini 数据嵌套在 "response" 字段下
+		// ProcessLine 先尝试反序列化为 V1InternalResponse，裸格式会导致 Response.UsageMetadata 为空
+		fmt.Fprintln(pw, `data: {"response":{"candidates":[{"content":{"parts":[{"text":"Hi there"}]},"finishReason":"STOP"}],"usageMetadata":{"promptTokenCount":5,"candidatesTokenCount":3}}}`)
+		fmt.Fprintln(pw, "")
+	}()
+
+	result, err := svc.handleClaudeStreamingResponse(c, resp, time.Now(), "claude-sonnet-4-5")
+	_ = pr.Close()
+
+	require.NoError(t, err)
+	require.NotNil(t, result)
+	require.False(t, result.clientDisconnect, "normal completion should not set clientDisconnect")
+	require.NotNil(t, result.usage)
+	// Gemini→Claude 转换的 usage：promptTokenCount=5→InputTokens=5, candidatesTokenCount=3→OutputTokens=3
+	require.Equal(t, 5, result.usage.InputTokens)
+	require.Equal(t, 3, result.usage.OutputTokens)
+	require.NotNil(t, result.firstTokenMs, "should record first token time")
+
+	// 验证输出是 Claude SSE 格式（processor 会转换）
+	body := rec.Body.String()
+	require.Contains(t, body, "event: message_start", "should contain Claude message_start event")
+	require.Contains(t, body, "event: message_stop", "should contain Claude message_stop event")
+	// 不应包含错误事件
+	require.NotContains(t, body, "event: error")
+}
+
+// TestHandleGeminiStreamingResponse_ThoughtsTokenCount
+// 验证：Gemini 流式转发时 thoughtsTokenCount 被计入 OutputTokens
+func TestHandleGeminiStreamingResponse_ThoughtsTokenCount(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	svc := newAntigravityTestService(&config.Config{
+		Gateway: config.GatewayConfig{MaxLineSize: defaultMaxLineSize},
+	})
+
+	rec := httptest.NewRecorder()
+	c, _ := gin.CreateTestContext(rec)
+	c.Request = httptest.NewRequest(http.MethodPost, "/", nil)
+
+	pr, pw := io.Pipe()
+	resp := &http.Response{StatusCode: http.StatusOK, Body: pr, Header: http.Header{}}
+
+	go func() {
+		defer func() { _ = pw.Close() }()
+		fmt.Fprintln(pw, `data: {"candidates":[{"content":{"parts":[{"text":"Hello"}]}}],"usageMetadata":{"promptTokenCount":100,"candidatesTokenCount":20,"thoughtsTokenCount":50}}`)
+		fmt.Fprintln(pw, "")
+		fmt.Fprintln(pw, `data: {"candidates":[{"content":{"parts":[{"text":" world"}]},"finishReason":"STOP"}],"usageMetadata":{"promptTokenCount":100,"candidatesTokenCount":30,"thoughtsTokenCount":80,"cachedContentTokenCount":10}}`)
+		fmt.Fprintln(pw, "")
+	}()
+
+	result, err := svc.handleGeminiStreamingResponse(c, resp, time.Now())
+	_ = pr.Close()
+
+	require.NoError(t, err)
+	require.NotNil(t, result)
+	require.NotNil(t, result.usage)
+	// promptTokenCount=100, cachedContentTokenCount=10 → InputTokens=90
+	require.Equal(t, 90, result.usage.InputTokens)
+	// candidatesTokenCount=30 + thoughtsTokenCount=80 → OutputTokens=110
+	require.Equal(t, 110, result.usage.OutputTokens)
+	require.Equal(t, 10, result.usage.CacheReadInputTokens)
+}
+
+// TestHandleClaudeStreamingResponse_ThoughtsTokenCount
+// 验证：Gemini→Claude 流式转换时 thoughtsTokenCount 被计入 OutputTokens
+func TestHandleClaudeStreamingResponse_ThoughtsTokenCount(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	svc := newAntigravityTestService(&config.Config{
+		Gateway: config.GatewayConfig{MaxLineSize: defaultMaxLineSize},
+	})
+
+	rec := httptest.NewRecorder()
+	c, _ := gin.CreateTestContext(rec)
+	c.Request = httptest.NewRequest(http.MethodPost, "/", nil)
+
+	pr, pw := io.Pipe()
+	resp := &http.Response{StatusCode: http.StatusOK, Body: pr, Header: http.Header{}}
+
+	go func() {
+		defer func() { _ = pw.Close() }()
+		fmt.Fprintln(pw, `data: {"response":{"candidates":[{"content":{"parts":[{"text":"Hi"}]},"finishReason":"STOP"}],"usageMetadata":{"promptTokenCount":50,"candidatesTokenCount":10,"thoughtsTokenCount":25}}}`)
+		fmt.Fprintln(pw, "")
+	}()
+
+	result, err := svc.handleClaudeStreamingResponse(c, resp, time.Now(), "gemini-2.5-pro")
+	_ = pr.Close()
+
+	require.NoError(t, err)
+	require.NotNil(t, result)
+	require.NotNil(t, result.usage)
+	// promptTokenCount=50 → InputTokens=50
+	require.Equal(t, 50, result.usage.InputTokens)
+	// candidatesTokenCount=10 + thoughtsTokenCount=25 → OutputTokens=35
+	require.Equal(t, 35, result.usage.OutputTokens)
+}
+
+// --- 流式客户端断开检测测试 ---
+
+// TestStreamUpstreamResponse_ClientDisconnectDrainsUsage
+// 验证：客户端写入失败后，streamUpstreamResponse 继续读取上游以收集 usage
+func TestStreamUpstreamResponse_ClientDisconnectDrainsUsage(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	svc := newAntigravityTestService(&config.Config{
+		Gateway: config.GatewayConfig{MaxLineSize: defaultMaxLineSize},
+	})
+
+	rec := httptest.NewRecorder()
+	c, _ := gin.CreateTestContext(rec)
+	c.Request = httptest.NewRequest(http.MethodPost, "/", nil)
+	c.Writer = &antigravityFailingWriter{ResponseWriter: c.Writer, failAfter: 0}
+
+	pr, pw := io.Pipe()
+	resp := &http.Response{StatusCode: http.StatusOK, Body: pr, Header: http.Header{}}
+
+	go func() {
+		defer func() { _ = pw.Close() }()
+		fmt.Fprintln(pw, `event: message_start`)
+		fmt.Fprintln(pw, `data: {"type":"message_start","message":{"usage":{"input_tokens":10}}}`)
+		fmt.Fprintln(pw, "")
+		fmt.Fprintln(pw, `event: message_delta`)
+		fmt.Fprintln(pw, `data: {"type":"message_delta","usage":{"output_tokens":20}}`)
+		fmt.Fprintln(pw, "")
+	}()
+
+	result := svc.streamUpstreamResponse(c, resp, time.Now())
+	_ = pr.Close()
+
+	require.NotNil(t, result)
+	require.True(t, result.clientDisconnect)
+	require.NotNil(t, result.usage)
+	require.Equal(t, 20, result.usage.OutputTokens)
+}
+
+// TestStreamUpstreamResponse_ContextCanceled
+// 验证：context 取消时返回 usage 且标记 clientDisconnect
+func TestStreamUpstreamResponse_ContextCanceled(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	svc := newAntigravityTestService(&config.Config{
+		Gateway: config.GatewayConfig{MaxLineSize: defaultMaxLineSize},
+	})
+
+	rec := httptest.NewRecorder()
+	c, _ := gin.CreateTestContext(rec)
+	ctx, cancel := context.WithCancel(context.Background())
+	cancel()
+	c.Request = httptest.NewRequest(http.MethodPost, "/", nil).WithContext(ctx)
+
+	resp := &http.Response{StatusCode: http.StatusOK, Body: cancelReadCloser{}, Header: http.Header{}}
+
+	result := svc.streamUpstreamResponse(c, resp, time.Now())
+
+	require.NotNil(t, result)
+	require.True(t, result.clientDisconnect)
+	require.NotContains(t, rec.Body.String(), "event: error")
+}
+
+// TestStreamUpstreamResponse_Timeout
+// 验证：上游超时时返回已收集的 usage
+func TestStreamUpstreamResponse_Timeout(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	svc := newAntigravityTestService(&config.Config{
+		Gateway: config.GatewayConfig{StreamDataIntervalTimeout: 1, MaxLineSize: defaultMaxLineSize},
+	})
+
+	rec := httptest.NewRecorder()
+	c, _ := gin.CreateTestContext(rec)
+	c.Request = httptest.NewRequest(http.MethodPost, "/", nil)
+
+	pr, pw := io.Pipe()
+	resp := &http.Response{StatusCode: http.StatusOK, Body: pr, Header: http.Header{}}
+
+	result := svc.streamUpstreamResponse(c, resp, time.Now())
+	_ = pw.Close()
+	_ = pr.Close()
+
+	require.NotNil(t, result)
+	require.False(t, result.clientDisconnect)
+}
+
+// TestStreamUpstreamResponse_TimeoutAfterClientDisconnect
+// 验证：客户端断开后上游超时，返回 usage 并标记 clientDisconnect
+func TestStreamUpstreamResponse_TimeoutAfterClientDisconnect(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	svc := newAntigravityTestService(&config.Config{
+		Gateway: config.GatewayConfig{StreamDataIntervalTimeout: 1, MaxLineSize: defaultMaxLineSize},
+	})
+
+	rec := httptest.NewRecorder()
+	c, _ := gin.CreateTestContext(rec)
+	c.Request = httptest.NewRequest(http.MethodPost, "/", nil)
+	c.Writer = &antigravityFailingWriter{ResponseWriter: c.Writer, failAfter: 0}
+
+	pr, pw := io.Pipe()
+	resp := &http.Response{StatusCode: http.StatusOK, Body: pr, Header: http.Header{}}
+
+	go func() {
+		fmt.Fprintln(pw, `data: {"type":"message_start","message":{"usage":{"input_tokens":5}}}`)
+		fmt.Fprintln(pw, "")
+		// 不关闭 pw → 等待超时
+	}()
+
+	result := svc.streamUpstreamResponse(c, resp, time.Now())
+	_ = pw.Close()
+	_ = pr.Close()
+
+	require.NotNil(t, result)
+	require.True(t, result.clientDisconnect)
+}
+
+// TestHandleGeminiStreamingResponse_ClientDisconnect
+// 验证：Gemini 流式转发中客户端断开后继续 drain 上游
+func TestHandleGeminiStreamingResponse_ClientDisconnect(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	svc := newAntigravityTestService(&config.Config{
+		Gateway: config.GatewayConfig{MaxLineSize: defaultMaxLineSize},
+	})
+
+	rec := httptest.NewRecorder()
+	c, _ := gin.CreateTestContext(rec)
+	c.Request = httptest.NewRequest(http.MethodPost, "/", nil)
+	c.Writer = &antigravityFailingWriter{ResponseWriter: c.Writer, failAfter: 0}
+
+	pr, pw := io.Pipe()
+	resp := &http.Response{StatusCode: http.StatusOK, Body: pr, Header: http.Header{}}
+
+	go func() {
+		defer func() { _ = pw.Close() }()
+		fmt.Fprintln(pw, `data: {"candidates":[{"content":{"parts":[{"text":"hi"}]}}],"usageMetadata":{"promptTokenCount":5,"candidatesTokenCount":10}}`)
+		fmt.Fprintln(pw, "")
+	}()
+
+	result, err := svc.handleGeminiStreamingResponse(c, resp, time.Now())
+	_ = pr.Close()
+
+	require.NoError(t, err)
+	require.NotNil(t, result)
+	require.True(t, result.clientDisconnect)
+	require.NotContains(t, rec.Body.String(), "write_failed")
+}
+
+// TestHandleGeminiStreamingResponse_ContextCanceled
+// 验证：context 取消时不注入错误事件
+func TestHandleGeminiStreamingResponse_ContextCanceled(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	svc := newAntigravityTestService(&config.Config{
+		Gateway: config.GatewayConfig{MaxLineSize: defaultMaxLineSize},
+	})
+
+	rec := httptest.NewRecorder()
+	c, _ := gin.CreateTestContext(rec)
+	ctx, cancel := context.WithCancel(context.Background())
+	cancel()
+	c.Request = httptest.NewRequest(http.MethodPost, "/", nil).WithContext(ctx)
+
+	resp := &http.Response{StatusCode: http.StatusOK, Body: cancelReadCloser{}, Header: http.Header{}}
+
+	result, err := svc.handleGeminiStreamingResponse(c, resp, time.Now())
+
+	require.NoError(t, err)
+	require.NotNil(t, result)
+	require.True(t, result.clientDisconnect)
+	require.NotContains(t, rec.Body.String(), "event: error")
+}
+
+// TestHandleClaudeStreamingResponse_ClientDisconnect
+// 验证：Claude 流式转发中客户端断开后继续 drain 上游
+func TestHandleClaudeStreamingResponse_ClientDisconnect(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	svc := newAntigravityTestService(&config.Config{
+		Gateway: config.GatewayConfig{MaxLineSize: defaultMaxLineSize},
+	})
+
+	rec := httptest.NewRecorder()
+	c, _ := gin.CreateTestContext(rec)
+	c.Request = httptest.NewRequest(http.MethodPost, "/", nil)
+	c.Writer = &antigravityFailingWriter{ResponseWriter: c.Writer, failAfter: 0}
+
+	pr, pw := io.Pipe()
+	resp := &http.Response{StatusCode: http.StatusOK, Body: pr, Header: http.Header{}}
+
+	go func() {
+		defer func() { _ = pw.Close() }()
+		// v1internal 包装格式
+		fmt.Fprintln(pw, `data: {"response":{"candidates":[{"content":{"parts":[{"text":"hello"}]},"finishReason":"STOP"}],"usageMetadata":{"promptTokenCount":8,"candidatesTokenCount":15}}}`)
+		fmt.Fprintln(pw, "")
+	}()
+
+	result, err := svc.handleClaudeStreamingResponse(c, resp, time.Now(), "claude-sonnet-4-5")
+	_ = pr.Close()
+
+	require.NoError(t, err)
+	require.NotNil(t, result)
+	require.True(t, result.clientDisconnect)
+}
+
+// TestHandleClaudeStreamingResponse_ContextCanceled
+// 验证：context 取消时不注入错误事件
+func TestHandleClaudeStreamingResponse_ContextCanceled(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	svc := newAntigravityTestService(&config.Config{
+		Gateway: config.GatewayConfig{MaxLineSize: defaultMaxLineSize},
+	})
+
+	rec := httptest.NewRecorder()
+	c, _ := gin.CreateTestContext(rec)
+	ctx, cancel := context.WithCancel(context.Background())
+	cancel()
+	c.Request = httptest.NewRequest(http.MethodPost, "/", nil).WithContext(ctx)
+
+	resp := &http.Response{StatusCode: http.StatusOK, Body: cancelReadCloser{}, Header: http.Header{}}
+
+	result, err := svc.handleClaudeStreamingResponse(c, resp, time.Now(), "claude-sonnet-4-5")
+
+	require.NoError(t, err)
+	require.NotNil(t, result)
+	require.True(t, result.clientDisconnect)
+	require.NotContains(t, rec.Body.String(), "event: error")
+}
+
+// TestExtractSSEUsage 验证 extractSSEUsage 从 SSE data 行正确提取 usage
+func TestExtractSSEUsage(t *testing.T) {
+	svc := &AntigravityGatewayService{}
+	tests := []struct {
+		name     string
+		line     string
+		expected ClaudeUsage
+	}{
+		{
+			name:     "message_delta with output_tokens",
+			line:     `data: {"type":"message_delta","usage":{"output_tokens":42}}`,
+			expected: ClaudeUsage{OutputTokens: 42},
+		},
+		{
+			name:     "non-data line ignored",
+			line:     `event: message_start`,
+			expected: ClaudeUsage{},
+		},
+		{
+			name:     "top-level usage with all fields",
+			line:     `data: {"usage":{"input_tokens":10,"output_tokens":20,"cache_read_input_tokens":5,"cache_creation_input_tokens":3}}`,
+			expected: ClaudeUsage{InputTokens: 10, OutputTokens: 20, CacheReadInputTokens: 5, CacheCreationInputTokens: 3},
+		},
+	}
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			usage := &ClaudeUsage{}
+			svc.extractSSEUsage(tt.line, usage)
+			require.Equal(t, tt.expected, *usage)
+		})
+	}
+}
+
+// TestAntigravityClientWriter 验证 antigravityClientWriter 的断开检测
+func TestAntigravityClientWriter(t *testing.T) {
+	t.Run("normal write succeeds", func(t *testing.T) {
+		gin.SetMode(gin.TestMode)
+		rec := httptest.NewRecorder()
+		c, _ := gin.CreateTestContext(rec)
+		flusher, _ := c.Writer.(http.Flusher)
+		cw := newAntigravityClientWriter(c.Writer, flusher, "test")
+
+		ok := cw.Write([]byte("hello"))
+		require.True(t, ok)
+		require.False(t, cw.Disconnected())
+		require.Contains(t, rec.Body.String(), "hello")
+	})
+
+	t.Run("write failure marks disconnected", func(t *testing.T) {
+		gin.SetMode(gin.TestMode)
+		rec := httptest.NewRecorder()
+		c, _ := gin.CreateTestContext(rec)
+		fw := &antigravityFailingWriter{ResponseWriter: c.Writer, failAfter: 0}
+		flusher, _ := c.Writer.(http.Flusher)
+		cw := newAntigravityClientWriter(fw, flusher, "test")
+
+		ok := cw.Write([]byte("hello"))
+		require.False(t, ok)
+		require.True(t, cw.Disconnected())
+	})
+
+	t.Run("subsequent writes are no-op", func(t *testing.T) {
+		gin.SetMode(gin.TestMode)
+		rec := httptest.NewRecorder()
+		c, _ := gin.CreateTestContext(rec)
+		fw := &antigravityFailingWriter{ResponseWriter: c.Writer, failAfter: 0}
+		flusher, _ := c.Writer.(http.Flusher)
+		cw := newAntigravityClientWriter(fw, flusher, "test")
+
+		cw.Write([]byte("first"))
+		ok := cw.Fprintf("second %d", 2)
+		require.False(t, ok)
+		require.True(t, cw.Disconnected())
+	})
+}

backend/internal/service/antigravity_oauth_service.go

@@ -192,6 +192,43 @@ func (s *AntigravityOAuthService) RefreshToken(ctx context.Context, refreshToken
 	return nil, fmt.Errorf("token 刷新失败 (重试后): %w", lastErr)
 }
 
+// ValidateRefreshToken 用 refresh token 验证并获取完整的 token 信息（含 email 和 project_id）
+func (s *AntigravityOAuthService) ValidateRefreshToken(ctx context.Context, refreshToken string, proxyID *int64) (*AntigravityTokenInfo, error) {
+	var proxyURL string
+	if proxyID != nil {
+		proxy, err := s.proxyRepo.GetByID(ctx, *proxyID)
+		if err == nil && proxy != nil {
+			proxyURL = proxy.URL()
+		}
+	}
+
+	// 刷新 token
+	tokenInfo, err := s.RefreshToken(ctx, refreshToken, proxyURL)
+	if err != nil {
+		return nil, err
+	}
+
+	// 获取用户信息（email）
+	client := antigravity.NewClient(proxyURL)
+	userInfo, err := client.GetUserInfo(ctx, tokenInfo.AccessToken)
+	if err != nil {
+		fmt.Printf("[AntigravityOAuth] 警告: 获取用户信息失败: %v\n", err)
+	} else {
+		tokenInfo.Email = userInfo.Email
+	}
+
+	// 获取 project_id（容错，失败不阻塞）
+	projectID, loadErr := s.loadProjectIDWithRetry(ctx, tokenInfo.AccessToken, proxyURL, 3)
+	if loadErr != nil {
+		fmt.Printf("[AntigravityOAuth] 警告: 获取 project_id 失败（重试后）: %v\n", loadErr)
+		tokenInfo.ProjectIDMissing = true
+	} else {
+		tokenInfo.ProjectID = projectID
+	}
+
+	return tokenInfo, nil
+}
+
 func isNonRetryableAntigravityOAuthError(err error) bool {
 	msg := err.Error()
 	nonRetryable := []string{
@@ -273,12 +310,21 @@ func (s *AntigravityOAuthService) loadProjectIDWithRetry(ctx context.Context, ac
 		}
 
 		client := antigravity.NewClient(proxyURL)
-		loadResp, _, err := client.LoadCodeAssist(ctx, accessToken)
+		loadResp, loadRaw, err := client.LoadCodeAssist(ctx, accessToken)
 
 		if err == nil && loadResp != nil && loadResp.CloudAICompanionProject != "" {
 			return loadResp.CloudAICompanionProject, nil
 		}
 
+		if err == nil {
+			if projectID, onboardErr := tryOnboardProjectID(ctx, client, accessToken, loadRaw); onboardErr == nil && projectID != "" {
+				return projectID, nil
+			} else if onboardErr != nil {
+				lastErr = onboardErr
+				continue
+			}
+		}
+
 		// 记录错误
 		if err != nil {
 			lastErr = err
@@ -292,6 +338,65 @@ func (s *AntigravityOAuthService) loadProjectIDWithRetry(ctx context.Context, ac
 	return "", fmt.Errorf("获取 project_id 失败 (重试 %d 次后): %w", maxRetries, lastErr)
 }
 
+func tryOnboardProjectID(ctx context.Context, client *antigravity.Client, accessToken string, loadRaw map[string]any) (string, error) {
+	tierID := resolveDefaultTierID(loadRaw)
+	if tierID == "" {
+		return "", fmt.Errorf("loadCodeAssist 未返回可用的默认 tier")
+	}
+
+	projectID, err := client.OnboardUser(ctx, accessToken, tierID)
+	if err != nil {
+		return "", fmt.Errorf("onboardUser 失败 (tier=%s): %w", tierID, err)
+	}
+	return projectID, nil
+}
+
+func resolveDefaultTierID(loadRaw map[string]any) string {
+	if len(loadRaw) == 0 {
+		return ""
+	}
+
+	rawTiers, ok := loadRaw["allowedTiers"]
+	if !ok {
+		return ""
+	}
+
+	tiers, ok := rawTiers.([]any)
+	if !ok {
+		return ""
+	}
+
+	for _, rawTier := range tiers {
+		tier, ok := rawTier.(map[string]any)
+		if !ok {
+			continue
+		}
+		if isDefault, _ := tier["isDefault"].(bool); !isDefault {
+			continue
+		}
+		if id, ok := tier["id"].(string); ok {
+			id = strings.TrimSpace(id)
+			if id != "" {
+				return id
+			}
+		}
+	}
+
+	return ""
+}
+
+// FillProjectID 仅获取 project_id，不刷新 OAuth token
+func (s *AntigravityOAuthService) FillProjectID(ctx context.Context, account *Account, accessToken string) (string, error) {
+	var proxyURL string
+	if account.ProxyID != nil {
+		proxy, err := s.proxyRepo.GetByID(ctx, *account.ProxyID)
+		if err == nil && proxy != nil {
+			proxyURL = proxy.URL()
+		}
+	}
+	return s.loadProjectIDWithRetry(ctx, accessToken, proxyURL, 3)
+}
+
 // BuildAccountCredentials 构建账户凭证
 func (s *AntigravityOAuthService) BuildAccountCredentials(tokenInfo *AntigravityTokenInfo) map[string]any {
 	creds := map[string]any{

backend/internal/service/antigravity_oauth_service_test.go

@@ -0,0 +1,82 @@
+package service
+
+import (
+	"testing"
+)
+
+func TestResolveDefaultTierID(t *testing.T) {
+	t.Parallel()
+
+	tests := []struct {
+		name    string
+		loadRaw map[string]any
+		want    string
+	}{
+		{
+			name:    "nil loadRaw",
+			loadRaw: nil,
+			want:    "",
+		},
+		{
+			name: "missing allowedTiers",
+			loadRaw: map[string]any{
+				"paidTier": map[string]any{"id": "g1-pro-tier"},
+			},
+			want: "",
+		},
+		{
+			name:    "empty allowedTiers",
+			loadRaw: map[string]any{"allowedTiers": []any{}},
+			want:    "",
+		},
+		{
+			name: "tier missing id field",
+			loadRaw: map[string]any{
+				"allowedTiers": []any{
+					map[string]any{"isDefault": true},
+				},
+			},
+			want: "",
+		},
+		{
+			name: "allowedTiers but no default",
+			loadRaw: map[string]any{
+				"allowedTiers": []any{
+					map[string]any{"id": "free-tier", "isDefault": false},
+					map[string]any{"id": "standard-tier", "isDefault": false},
+				},
+			},
+			want: "",
+		},
+		{
+			name: "default tier found",
+			loadRaw: map[string]any{
+				"allowedTiers": []any{
+					map[string]any{"id": "free-tier", "isDefault": true},
+					map[string]any{"id": "standard-tier", "isDefault": false},
+				},
+			},
+			want: "free-tier",
+		},
+		{
+			name: "default tier id with spaces",
+			loadRaw: map[string]any{
+				"allowedTiers": []any{
+					map[string]any{"id": "  standard-tier  ", "isDefault": true},
+				},
+			},
+			want: "standard-tier",
+		},
+	}
+
+	for _, tc := range tests {
+		t.Run(tc.name, func(t *testing.T) {
+			t.Parallel()
+
+			got := resolveDefaultTierID(tc.loadRaw)
+			if got != tc.want {
+				t.Fatalf("resolveDefaultTierID() = %q, want %q", got, tc.want)
+			}
+		})
+	}
+}

backend/internal/service/antigravity_quota_scope.go

@@ -2,63 +2,23 @@ package service
 
 import (
 	"context"
-	"slices"
 	"strings"
 	"time"
 )
 
-const antigravityQuotaScopesKey = "antigravity_quota_scopes"
-
-// AntigravityQuotaScope 表示 Antigravity 的配额域
-type AntigravityQuotaScope string
-
-const (
-	AntigravityQuotaScopeClaude      AntigravityQuotaScope = "claude"
-	AntigravityQuotaScopeGeminiText  AntigravityQuotaScope = "gemini_text"
-	AntigravityQuotaScopeGeminiImage AntigravityQuotaScope = "gemini_image"
-)
-
-// IsScopeSupported 检查给定的 scope 是否在分组支持的 scope 列表中
-func IsScopeSupported(supportedScopes []string, scope AntigravityQuotaScope) bool {
-	if len(supportedScopes) == 0 {
-		// 未配置时默认全部支持
-		return true
-	}
-	supported := slices.Contains(supportedScopes, string(scope))
-	return supported
-}
-
-// ResolveAntigravityQuotaScope 根据模型名称解析配额域（导出版本）
-func ResolveAntigravityQuotaScope(requestedModel string) (AntigravityQuotaScope, bool) {
-	return resolveAntigravityQuotaScope(requestedModel)
-}
-
-// resolveAntigravityQuotaScope 根据模型名称解析配额域
-func resolveAntigravityQuotaScope(requestedModel string) (AntigravityQuotaScope, bool) {
-	model := normalizeAntigravityModelName(requestedModel)
-	if model == "" {
-		return "", false
-	}
-	switch {
-	case strings.HasPrefix(model, "claude-"):
-		return AntigravityQuotaScopeClaude, true
-	case strings.HasPrefix(model, "gemini-"):
-		if isImageGenerationModel(model) {
-			return AntigravityQuotaScopeGeminiImage, true
-		}
-		return AntigravityQuotaScopeGeminiText, true
-	default:
-		return "", false
-	}
-}
-
 func normalizeAntigravityModelName(model string) string {
 	normalized := strings.ToLower(strings.TrimSpace(model))
 	normalized = strings.TrimPrefix(normalized, "models/")
 	return normalized
 }
 
-// IsSchedulableForModel 结合 Antigravity 配额域限流判断是否可调度。
+// resolveAntigravityModelKey 根据请求的模型名解析限流 key
+// 返回空字符串表示无法解析
+func resolveAntigravityModelKey(requestedModel string) string {
+	return normalizeAntigravityModelName(requestedModel)
+}
+
+// IsSchedulableForModel 结合模型级限流判断是否可调度。
 // 保持旧签名以兼容既有调用方；默认使用 context.Background()。
 func (a *Account) IsSchedulableForModel(requestedModel string) bool {
 	return a.IsSchedulableForModelWithContext(context.Background(), requestedModel)
@@ -74,107 +34,20 @@ func (a *Account) IsSchedulableForModelWithContext(ctx context.Context, requeste
 	if a.isModelRateLimitedWithContext(ctx, requestedModel) {
 		return false
 	}
-	if a.Platform != PlatformAntigravity {
-		return true
-	}
-	scope, ok := resolveAntigravityQuotaScope(requestedModel)
-	if !ok {
-		return true
-	}
-	resetAt := a.antigravityQuotaScopeResetAt(scope)
-	if resetAt == nil {
-		return true
-	}
-	now := time.Now()
-	return !now.Before(*resetAt)
+	return true
 }
 
-func (a *Account) antigravityQuotaScopeResetAt(scope AntigravityQuotaScope) *time.Time {
-	if a == nil || a.Extra == nil || scope == "" {
-		return nil
-	}
-	rawScopes, ok := a.Extra[antigravityQuotaScopesKey].(map[string]any)
-	if !ok {
-		return nil
-	}
-	rawScope, ok := rawScopes[string(scope)].(map[string]any)
-	if !ok {
-		return nil
-	}
-	resetAtRaw, ok := rawScope["rate_limit_reset_at"].(string)
-	if !ok || strings.TrimSpace(resetAtRaw) == "" {
-		return nil
-	}
-	resetAt, err := time.Parse(time.RFC3339, resetAtRaw)
-	if err != nil {
-		return nil
-	}
-	return &resetAt
-}
-
-var antigravityAllScopes = []AntigravityQuotaScope{
-	AntigravityQuotaScopeClaude,
-	AntigravityQuotaScopeGeminiText,
-	AntigravityQuotaScopeGeminiImage,
-}
-
-func (a *Account) GetAntigravityScopeRateLimits() map[string]int64 {
-	if a == nil || a.Platform != PlatformAntigravity {
-		return nil
-	}
-	now := time.Now()
-	result := make(map[string]int64)
-	for _, scope := range antigravityAllScopes {
-		resetAt := a.antigravityQuotaScopeResetAt(scope)
-		if resetAt != nil && now.Before(*resetAt) {
-			remainingSec := int64(time.Until(*resetAt).Seconds())
-			if remainingSec > 0 {
-				result[string(scope)] = remainingSec
-			}
-		}
-	}
-	if len(result) == 0 {
-		return nil
-	}
-	return result
-}
-
-// GetQuotaScopeRateLimitRemainingTime 获取模型域限流剩余时间
-// 返回 0 表示未限流或已过期
-func (a *Account) GetQuotaScopeRateLimitRemainingTime(requestedModel string) time.Duration {
-	if a == nil || a.Platform != PlatformAntigravity {
-		return 0
-	}
-	scope, ok := resolveAntigravityQuotaScope(requestedModel)
-	if !ok {
-		return 0
-	}
-	resetAt := a.antigravityQuotaScopeResetAt(scope)
-	if resetAt == nil {
-		return 0
-	}
-	if remaining := time.Until(*resetAt); remaining > 0 {
-		return remaining
-	}
-	return 0
-}
-
-// GetRateLimitRemainingTime 获取限流剩余时间（模型限流和模型域限流取最大值）
+// GetRateLimitRemainingTime 获取限流剩余时间（模型级限流）
 // 返回 0 表示未限流或已过期
 func (a *Account) GetRateLimitRemainingTime(requestedModel string) time.Duration {
 	return a.GetRateLimitRemainingTimeWithContext(context.Background(), requestedModel)
 }
 
-// GetRateLimitRemainingTimeWithContext 获取限流剩余时间（模型限流和模型域限流取最大值）
+// GetRateLimitRemainingTimeWithContext 获取限流剩余时间（模型级限流）
 // 返回 0 表示未限流或已过期
 func (a *Account) GetRateLimitRemainingTimeWithContext(ctx context.Context, requestedModel string) time.Duration {
 	if a == nil {
 		return 0
 	}
-	modelRemaining := a.GetModelRateLimitRemainingTimeWithContext(ctx, requestedModel)
-	scopeRemaining := a.GetQuotaScopeRateLimitRemainingTime(requestedModel)
-	if modelRemaining > scopeRemaining {
-		return modelRemaining
-	}
-	return scopeRemaining
+	return a.GetModelRateLimitRemainingTimeWithContext(ctx, requestedModel)
 }

backend/internal/service/antigravity_rate_limit_test.go

@@ -59,12 +59,6 @@ func (s *stubAntigravityUpstream) DoWithTLS(req *http.Request, proxyURL string,
 	return s.Do(req, proxyURL, accountID, accountConcurrency)
 }
 
-type scopeLimitCall struct {
-	accountID int64
-	scope     AntigravityQuotaScope
-	resetAt   time.Time
-}
-
 type rateLimitCall struct {
 	accountID int64
 	resetAt   time.Time
@@ -78,16 +72,10 @@ type modelRateLimitCall struct {
 
 type stubAntigravityAccountRepo struct {
 	AccountRepository
-	scopeCalls          []scopeLimitCall
 	rateCalls           []rateLimitCall
 	modelRateLimitCalls []modelRateLimitCall
 }
 
-func (s *stubAntigravityAccountRepo) SetAntigravityQuotaScopeLimit(ctx context.Context, id int64, scope AntigravityQuotaScope, resetAt time.Time) error {
-	s.scopeCalls = append(s.scopeCalls, scopeLimitCall{accountID: id, scope: scope, resetAt: resetAt})
-	return nil
-}
-
 func (s *stubAntigravityAccountRepo) SetRateLimited(ctx context.Context, id int64, resetAt time.Time) error {
 	s.rateCalls = append(s.rateCalls, rateLimitCall{accountID: id, resetAt: resetAt})
 	return nil
@@ -98,7 +86,9 @@ func (s *stubAntigravityAccountRepo) SetModelRateLimit(ctx context.Context, id i
 	return nil
 }
 
-func TestAntigravityRetryLoop_URLFallback_UsesLatestSuccess(t *testing.T) {
+func TestAntigravityRetryLoop_NoURLFallback_UsesConfiguredBaseURL(t *testing.T) {
+	t.Setenv(antigravityForwardBaseURLEnv, "")
+
 	oldBaseURLs := append([]string(nil), antigravity.BaseURLs...)
 	oldAvailability := antigravity.DefaultURLAvailability
 	defer func() {
@@ -131,10 +121,9 @@ func TestAntigravityRetryLoop_URLFallback_UsesLatestSuccess(t *testing.T) {
 		accessToken:    "token",
 		action:         "generateContent",
 		body:           []byte(`{"input":"test"}`),
-		quotaScope:     AntigravityQuotaScopeClaude,
 		httpUpstream:   upstream,
 		requestedModel: "claude-sonnet-4-5",
-		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, quotaScope AntigravityQuotaScope, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
 			handleErrorCalled = true
 			return nil
 		},
@@ -144,32 +133,16 @@ func TestAntigravityRetryLoop_URLFallback_UsesLatestSuccess(t *testing.T) {
 	require.NotNil(t, result)
 	require.NotNil(t, result.resp)
 	defer func() { _ = result.resp.Body.Close() }()
-	require.Equal(t, http.StatusOK, result.resp.StatusCode)
-	require.False(t, handleErrorCalled)
-	require.Len(t, upstream.calls, 2)
-	require.True(t, strings.HasPrefix(upstream.calls[0], base1))
-	require.True(t, strings.HasPrefix(upstream.calls[1], base2))
+	require.Equal(t, http.StatusTooManyRequests, result.resp.StatusCode)
+	require.True(t, handleErrorCalled)
+	require.Len(t, upstream.calls, antigravityMaxRetries)
+	for _, callURL := range upstream.calls {
+		require.True(t, strings.HasPrefix(callURL, base1))
+	}
 
 	available := antigravity.DefaultURLAvailability.GetAvailableURLs()
 	require.NotEmpty(t, available)
-	require.Equal(t, base2, available[0])
-}
-
-func TestAntigravityHandleUpstreamError_UsesScopeLimit(t *testing.T) {
-	// 分区限流始终开启，不再支持通过环境变量关闭
-	repo := &stubAntigravityAccountRepo{}
-	svc := &AntigravityGatewayService{accountRepo: repo}
-	account := &Account{ID: 9, Name: "acc-9", Platform: PlatformAntigravity}
-
-	body := buildGeminiRateLimitBody("3s")
-	svc.handleUpstreamError(context.Background(), "[test]", account, http.StatusTooManyRequests, http.Header{}, body, AntigravityQuotaScopeClaude, 0, "", false)
-
-	require.Len(t, repo.scopeCalls, 1)
-	require.Empty(t, repo.rateCalls)
-	call := repo.scopeCalls[0]
-	require.Equal(t, account.ID, call.accountID)
-	require.Equal(t, AntigravityQuotaScopeClaude, call.scope)
-	require.WithinDuration(t, time.Now().Add(3*time.Second), call.resetAt, 2*time.Second)
+	require.Equal(t, base1, available[0])
 }
 
 // TestHandleUpstreamError_429_ModelRateLimit 测试 429 模型限流场景
@@ -189,7 +162,7 @@ func TestHandleUpstreamError_429_ModelRateLimit(t *testing.T) {
 		}
 	}`)
 
-	result := svc.handleUpstreamError(context.Background(), "[test]", account, http.StatusTooManyRequests, http.Header{}, body, AntigravityQuotaScopeClaude, 0, "", false)
+	result := svc.handleUpstreamError(context.Background(), "[test]", account, http.StatusTooManyRequests, http.Header{}, body, "claude-sonnet-4-5", 0, "", false)
 
 	// 应该触发模型限流
 	require.NotNil(t, result)
@@ -200,31 +173,32 @@ func TestHandleUpstreamError_429_ModelRateLimit(t *testing.T) {
 	require.Equal(t, "claude-sonnet-4-5", repo.modelRateLimitCalls[0].modelKey)
 }
 
-// TestHandleUpstreamError_429_NonModelRateLimit 测试 429 非模型限流场景（走 scope 限流）
+// TestHandleUpstreamError_429_NonModelRateLimit 测试 429 非模型限流场景（走模型级限流兜底）
 func TestHandleUpstreamError_429_NonModelRateLimit(t *testing.T) {
 	repo := &stubAntigravityAccountRepo{}
 	svc := &AntigravityGatewayService{accountRepo: repo}
 	account := &Account{ID: 2, Name: "acc-2", Platform: PlatformAntigravity}
 
-	// 429 + 普通限流响应（无 RATE_LIMIT_EXCEEDED reason）→ scope 限流
+	// 429 + 普通限流响应（无 RATE_LIMIT_EXCEEDED reason）→ 走模型级限流兜底
 	body := buildGeminiRateLimitBody("5s")
 
-	result := svc.handleUpstreamError(context.Background(), "[test]", account, http.StatusTooManyRequests, http.Header{}, body, AntigravityQuotaScopeClaude, 0, "", false)
+	result := svc.handleUpstreamError(context.Background(), "[test]", account, http.StatusTooManyRequests, http.Header{}, body, "claude-sonnet-4-5", 0, "", false)
 
-	// 不应该触发模型限流，应该走 scope 限流
+	// handleModelRateLimit 不会处理（因为没有 RATE_LIMIT_EXCEEDED），
+	// 但 429 兜底逻辑会使用 requestedModel 设置模型级限流
 	require.Nil(t, result)
-	require.Empty(t, repo.modelRateLimitCalls)
-	require.Len(t, repo.scopeCalls, 1)
-	require.Equal(t, AntigravityQuotaScopeClaude, repo.scopeCalls[0].scope)
+	require.Len(t, repo.modelRateLimitCalls, 1)
+	require.Equal(t, "claude-sonnet-4-5", repo.modelRateLimitCalls[0].modelKey)
 }
 
-// TestHandleUpstreamError_503_ModelRateLimit 测试 503 模型限流场景
-func TestHandleUpstreamError_503_ModelRateLimit(t *testing.T) {
+// TestHandleUpstreamError_503_ModelCapacityExhausted 测试 503 模型容量不足场景
+// MODEL_CAPACITY_EXHAUSTED 时应等待重试，不切换账号
+func TestHandleUpstreamError_503_ModelCapacityExhausted(t *testing.T) {
 	repo := &stubAntigravityAccountRepo{}
 	svc := &AntigravityGatewayService{accountRepo: repo}
 	account := &Account{ID: 3, Name: "acc-3", Platform: PlatformAntigravity}
 
-	// 503 + MODEL_CAPACITY_EXHAUSTED → 模型限流
+	// 503 + MODEL_CAPACITY_EXHAUSTED → 等待重试，不切换账号
 	body := []byte(`{
 		"error": {
 			"status": "UNAVAILABLE",
@@ -235,15 +209,15 @@ func TestHandleUpstreamError_503_ModelRateLimit(t *testing.T) {
 		}
 	}`)
 
-	result := svc.handleUpstreamError(context.Background(), "[test]", account, http.StatusServiceUnavailable, http.Header{}, body, AntigravityQuotaScopeGeminiText, 0, "", false)
+	result := svc.handleUpstreamError(context.Background(), "[test]", account, http.StatusServiceUnavailable, http.Header{}, body, "gemini-3-pro-high", 0, "", false)
 
-	// 应该触发模型限流
+	// MODEL_CAPACITY_EXHAUSTED 应该标记为已处理，不切换账号，不设置模型限流
+	// 实际重试由 handleSmartRetry 处理
 	require.NotNil(t, result)
 	require.True(t, result.Handled)
-	require.NotNil(t, result.SwitchError)
-	require.Equal(t, "gemini-3-pro-high", result.SwitchError.RateLimitedModel)
-	require.Len(t, repo.modelRateLimitCalls, 1)
-	require.Equal(t, "gemini-3-pro-high", repo.modelRateLimitCalls[0].modelKey)
+	require.False(t, result.ShouldRetry, "MODEL_CAPACITY_EXHAUSTED should not trigger retry from handleModelRateLimit path")
+	require.Nil(t, result.SwitchError, "MODEL_CAPACITY_EXHAUSTED should not trigger account switch")
+	require.Empty(t, repo.modelRateLimitCalls, "MODEL_CAPACITY_EXHAUSTED should not set model rate limit")
 }
 
 // TestHandleUpstreamError_503_NonModelRateLimit 测试 503 非模型限流场景（不处理）
@@ -263,12 +237,11 @@ func TestHandleUpstreamError_503_NonModelRateLimit(t *testing.T) {
 		}
 	}`)
 
-	result := svc.handleUpstreamError(context.Background(), "[test]", account, http.StatusServiceUnavailable, http.Header{}, body, AntigravityQuotaScopeGeminiText, 0, "", false)
+	result := svc.handleUpstreamError(context.Background(), "[test]", account, http.StatusServiceUnavailable, http.Header{}, body, "gemini-3-pro-high", 0, "", false)
 
 	// 503 非模型限流不应该做任何处理
 	require.Nil(t, result)
 	require.Empty(t, repo.modelRateLimitCalls, "503 non-model rate limit should not trigger model rate limit")
-	require.Empty(t, repo.scopeCalls, "503 non-model rate limit should not trigger scope rate limit")
 	require.Empty(t, repo.rateCalls, "503 non-model rate limit should not trigger account rate limit")
 }
 
@@ -281,12 +254,11 @@ func TestHandleUpstreamError_503_EmptyBody(t *testing.T) {
 	// 503 + 空响应体 → 不做任何处理
 	body := []byte(`{}`)
 
-	result := svc.handleUpstreamError(context.Background(), "[test]", account, http.StatusServiceUnavailable, http.Header{}, body, AntigravityQuotaScopeGeminiText, 0, "", false)
+	result := svc.handleUpstreamError(context.Background(), "[test]", account, http.StatusServiceUnavailable, http.Header{}, body, "gemini-3-pro-high", 0, "", false)
 
 	// 503 空响应不应该做任何处理
 	require.Nil(t, result)
 	require.Empty(t, repo.modelRateLimitCalls)
-	require.Empty(t, repo.scopeCalls)
 	require.Empty(t, repo.rateCalls)
 }
 
@@ -307,15 +279,7 @@ func TestAccountIsSchedulableForModel_AntigravityRateLimits(t *testing.T) {
 	require.False(t, account.IsSchedulableForModel("gemini-3-flash"))
 
 	account.RateLimitResetAt = nil
-	account.Extra = map[string]any{
-		antigravityQuotaScopesKey: map[string]any{
-			"claude": map[string]any{
-				"rate_limit_reset_at": future.Format(time.RFC3339),
-			},
-		},
-	}
-
-	require.False(t, account.IsSchedulableForModel("claude-sonnet-4-5"))
+	require.True(t, account.IsSchedulableForModel("claude-sonnet-4-5"))
 	require.True(t, account.IsSchedulableForModel("gemini-3-flash"))
 }
 
@@ -341,11 +305,12 @@ func TestParseGeminiRateLimitResetTime_QuotaResetDelay_RoundsUp(t *testing.T) {
 
 func TestParseAntigravitySmartRetryInfo(t *testing.T) {
 	tests := []struct {
-		name          string
-		body          string
-		expectedDelay time.Duration
-		expectedModel string
-		expectedNil   bool
+		name                             string
+		body                             string
+		expectedDelay                    time.Duration
+		expectedModel                    string
+		expectedNil                      bool
+		expectedIsModelCapacityExhausted bool
 	}{
 		{
 			name: "valid complete response with RATE_LIMIT_EXCEEDED",
@@ -408,8 +373,9 @@ func TestParseAntigravitySmartRetryInfo(t *testing.T) {
 					"message": "No capacity available for model gemini-3-pro-high on the server"
 				}
 			}`,
-			expectedDelay: 39 * time.Second,
-			expectedModel: "gemini-3-pro-high",
+			expectedDelay:                    39 * time.Second,
+			expectedModel:                    "gemini-3-pro-high",
+			expectedIsModelCapacityExhausted: true,
 		},
 		{
 			name: "503 UNAVAILABLE without MODEL_CAPACITY_EXHAUSTED - should return nil",
@@ -520,6 +486,9 @@ func TestParseAntigravitySmartRetryInfo(t *testing.T) {
 			if result.ModelName != tt.expectedModel {
 				t.Errorf("ModelName = %q, want %q", result.ModelName, tt.expectedModel)
 			}
+			if result.IsModelCapacityExhausted != tt.expectedIsModelCapacityExhausted {
+				t.Errorf("IsModelCapacityExhausted = %v, want %v", result.IsModelCapacityExhausted, tt.expectedIsModelCapacityExhausted)
+			}
 		})
 	}
 }
@@ -531,13 +500,14 @@ func TestShouldTriggerAntigravitySmartRetry(t *testing.T) {
 	apiKeyAccount := &Account{Type: AccountTypeAPIKey}
 
 	tests := []struct {
-		name                    string
-		account                 *Account
-		body                    string
-		expectedShouldRetry     bool
-		expectedShouldRateLimit bool
-		minWait                 time.Duration
-		modelName               string
+		name                             string
+		account                          *Account
+		body                             string
+		expectedShouldRetry              bool
+		expectedShouldRateLimit          bool
+		expectedIsModelCapacityExhausted bool
+		minWait                          time.Duration
+		modelName                        string
 	}{
 		{
 			name:    "OAuth account with short delay (< 7s) - smart retry",
@@ -635,6 +605,7 @@ func TestShouldTriggerAntigravitySmartRetry(t *testing.T) {
 			}`,
 			expectedShouldRetry:     false,
 			expectedShouldRateLimit: true,
+			minWait:                 7 * time.Second,
 			modelName:               "gemini-pro",
 		},
 		{
@@ -650,12 +621,14 @@ func TestShouldTriggerAntigravitySmartRetry(t *testing.T) {
 					]
 				}
 			}`,
-			expectedShouldRetry:     false,
-			expectedShouldRateLimit: true,
-			modelName:               "gemini-3-pro-high",
+			expectedShouldRetry:              true,
+			expectedShouldRateLimit:          false,
+			expectedIsModelCapacityExhausted: true,
+			minWait:                          1 * time.Second,
+			modelName:                        "gemini-3-pro-high",
 		},
 		{
-			name:    "503 UNAVAILABLE with MODEL_CAPACITY_EXHAUSTED - no retryDelay - use default rate limit",
+			name:    "503 UNAVAILABLE with MODEL_CAPACITY_EXHAUSTED - no retryDelay - use fixed wait",
 			account: oauthAccount,
 			body: `{
 				"error": {
@@ -667,9 +640,11 @@ func TestShouldTriggerAntigravitySmartRetry(t *testing.T) {
 					"message": "No capacity available for model gemini-2.5-flash on the server"
 				}
 			}`,
-			expectedShouldRetry:     false,
-			expectedShouldRateLimit: true,
-			modelName:               "gemini-2.5-flash",
+			expectedShouldRetry:              true,
+			expectedShouldRateLimit:          false,
+			expectedIsModelCapacityExhausted: true,
+			minWait:                          1 * time.Second,
+			modelName:                        "gemini-2.5-flash",
 		},
 		{
 			name:    "429 RESOURCE_EXHAUSTED with RATE_LIMIT_EXCEEDED - no retryDelay - use default rate limit",
@@ -686,24 +661,33 @@ func TestShouldTriggerAntigravitySmartRetry(t *testing.T) {
 			}`,
 			expectedShouldRetry:     false,
 			expectedShouldRateLimit: true,
+			minWait:                 30 * time.Second,
 			modelName:               "claude-sonnet-4-5",
 		},
 	}
 
 	for _, tt := range tests {
 		t.Run(tt.name, func(t *testing.T) {
-			shouldRetry, shouldRateLimit, wait, model := shouldTriggerAntigravitySmartRetry(tt.account, []byte(tt.body))
+			shouldRetry, shouldRateLimit, wait, model, isModelCapacityExhausted := shouldTriggerAntigravitySmartRetry(tt.account, []byte(tt.body))
 			if shouldRetry != tt.expectedShouldRetry {
 				t.Errorf("shouldRetry = %v, want %v", shouldRetry, tt.expectedShouldRetry)
 			}
 			if shouldRateLimit != tt.expectedShouldRateLimit {
 				t.Errorf("shouldRateLimit = %v, want %v", shouldRateLimit, tt.expectedShouldRateLimit)
 			}
+			if isModelCapacityExhausted != tt.expectedIsModelCapacityExhausted {
+				t.Errorf("isModelCapacityExhausted = %v, want %v", isModelCapacityExhausted, tt.expectedIsModelCapacityExhausted)
+			}
 			if shouldRetry {
 				if wait < tt.minWait {
 					t.Errorf("wait = %v, want >= %v", wait, tt.minWait)
 				}
 			}
+			if shouldRateLimit && tt.minWait > 0 {
+				if wait < tt.minWait {
+					t.Errorf("rate limit wait = %v, want >= %v", wait, tt.minWait)
+				}
+			}
 			if (shouldRetry || shouldRateLimit) && model != tt.modelName {
 				t.Errorf("modelName = %q, want %q", model, tt.modelName)
 			}
@@ -803,7 +787,7 @@ func TestSetModelRateLimitByModelName_NotConvertToScope(t *testing.T) {
 	require.NotEqual(t, "claude_sonnet", call.modelKey, "should NOT be scope")
 }
 
-func TestAntigravityRetryLoop_PreCheck_WaitsWhenRemainingBelowThreshold(t *testing.T) {
+func TestAntigravityRetryLoop_PreCheck_SwitchesWhenRateLimited(t *testing.T) {
 	upstream := &recordingOKUpstream{}
 	account := &Account{
 		ID:          1,
@@ -815,19 +799,15 @@ func TestAntigravityRetryLoop_PreCheck_WaitsWhenRemainingBelowThreshold(t *testi
 		Extra: map[string]any{
 			modelRateLimitsKey: map[string]any{
 				"claude-sonnet-4-5": map[string]any{
-					// RFC3339 here is second-precision; keep it safely in the future.
 					"rate_limit_reset_at": time.Now().Add(2 * time.Second).Format(time.RFC3339),
 				},
 			},
 		},
 	}
 
-	ctx, cancel := context.WithTimeout(context.Background(), 30*time.Millisecond)
-	defer cancel()
-
 	svc := &AntigravityGatewayService{}
 	result, err := svc.antigravityRetryLoop(antigravityRetryLoopParams{
-		ctx:             ctx,
+		ctx:             context.Background(),
 		prefix:          "[test]",
 		account:         account,
 		accessToken:     "token",
@@ -836,17 +816,21 @@ func TestAntigravityRetryLoop_PreCheck_WaitsWhenRemainingBelowThreshold(t *testi
 		requestedModel:  "claude-sonnet-4-5",
 		httpUpstream:    upstream,
 		isStickySession: true,
-		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, quotaScope AntigravityQuotaScope, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
 			return nil
 		},
 	})
 
-	require.ErrorIs(t, err, context.DeadlineExceeded)
 	require.Nil(t, result)
-	require.Equal(t, 0, upstream.calls, "should not call upstream while waiting on pre-check")
+	var switchErr *AntigravityAccountSwitchError
+	require.ErrorAs(t, err, &switchErr)
+	require.Equal(t, account.ID, switchErr.OriginalAccountID)
+	require.Equal(t, "claude-sonnet-4-5", switchErr.RateLimitedModel)
+	require.True(t, switchErr.IsStickySession)
+	require.Equal(t, 0, upstream.calls, "should not call upstream when switching on pre-check")
 }
 
-func TestAntigravityRetryLoop_PreCheck_SwitchesWhenRemainingAtOrAboveThreshold(t *testing.T) {
+func TestAntigravityRetryLoop_PreCheck_SwitchesWhenRemainingLong(t *testing.T) {
 	upstream := &recordingOKUpstream{}
 	account := &Account{
 		ID:          2,
@@ -875,7 +859,7 @@ func TestAntigravityRetryLoop_PreCheck_SwitchesWhenRemainingAtOrAboveThreshold(t
 		requestedModel:  "claude-sonnet-4-5",
 		httpUpstream:    upstream,
 		isStickySession: true,
-		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, quotaScope AntigravityQuotaScope, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
 			return nil
 		},
 	})
@@ -946,6 +930,22 @@ func TestIsAntigravityAccountSwitchError(t *testing.T) {
 	}
 }
 
+func TestResolveAntigravityForwardBaseURL_DefaultDaily(t *testing.T) {
+	t.Setenv(antigravityForwardBaseURLEnv, "")
+
+	oldBaseURLs := append([]string(nil), antigravity.BaseURLs...)
+	defer func() {
+		antigravity.BaseURLs = oldBaseURLs
+	}()
+
+	prodURL := "https://prod.test"
+	dailyURL := "https://daily.test"
+	antigravity.BaseURLs = []string{dailyURL, prodURL}
+
+	resolved := resolveAntigravityForwardBaseURL()
+	require.Equal(t, dailyURL, resolved)
+}
+
 func TestAntigravityAccountSwitchError_Error(t *testing.T) {
 	err := &AntigravityAccountSwitchError{
 		OriginalAccountID: 789,

backend/internal/service/antigravity_single_account_retry_test.go

@@ -0,0 +1,904 @@
+//go:build unit
+
+package service
+
+import (
+	"bytes"
+	"context"
+	"io"
+	"net/http"
+	"strings"
+	"testing"
+	"time"
+
+	"github.com/Wei-Shaw/sub2api/internal/pkg/ctxkey"
+	"github.com/stretchr/testify/require"
+)
+
+// ---------------------------------------------------------------------------
+// 辅助函数：构造带 SingleAccountRetry 标记的 context
+// ---------------------------------------------------------------------------
+
+func ctxWithSingleAccountRetry() context.Context {
+	return context.WithValue(context.Background(), ctxkey.SingleAccountRetry, true)
+}
+
+// ---------------------------------------------------------------------------
+// 1. isSingleAccountRetry 测试
+// ---------------------------------------------------------------------------
+
+func TestIsSingleAccountRetry_True(t *testing.T) {
+	ctx := context.WithValue(context.Background(), ctxkey.SingleAccountRetry, true)
+	require.True(t, isSingleAccountRetry(ctx))
+}
+
+func TestIsSingleAccountRetry_False_NoValue(t *testing.T) {
+	require.False(t, isSingleAccountRetry(context.Background()))
+}
+
+func TestIsSingleAccountRetry_False_ExplicitFalse(t *testing.T) {
+	ctx := context.WithValue(context.Background(), ctxkey.SingleAccountRetry, false)
+	require.False(t, isSingleAccountRetry(ctx))
+}
+
+func TestIsSingleAccountRetry_False_WrongType(t *testing.T) {
+	ctx := context.WithValue(context.Background(), ctxkey.SingleAccountRetry, "true")
+	require.False(t, isSingleAccountRetry(ctx))
+}
+
+// ---------------------------------------------------------------------------
+// 2. 常量验证
+// ---------------------------------------------------------------------------
+
+func TestSingleAccountRetryConstants(t *testing.T) {
+	require.Equal(t, 3, antigravitySingleAccountSmartRetryMaxAttempts,
+		"单账号原地重试最多 3 次")
+	require.Equal(t, 15*time.Second, antigravitySingleAccountSmartRetryMaxWait,
+		"单次最大等待 15s")
+	require.Equal(t, 30*time.Second, antigravitySingleAccountSmartRetryTotalMaxWait,
+		"总累计等待不超过 30s")
+}
+
+// ---------------------------------------------------------------------------
+// 3. handleSmartRetry + 503 + SingleAccountRetry → 走 handleSingleAccountRetryInPlace
+//    （而非设模型限流 + 切换账号）
+// ---------------------------------------------------------------------------
+
+// TestHandleSmartRetry_503_LongDelay_SingleAccountRetry_RetryInPlace
+// 核心场景：503 + retryDelay >= 7s + SingleAccountRetry 标记
+// → 不设模型限流、不切换账号，改为原地重试
+func TestHandleSmartRetry_503_LongDelay_SingleAccountRetry_RetryInPlace(t *testing.T) {
+	// 原地重试成功
+	successResp := &http.Response{
+		StatusCode: http.StatusOK,
+		Header:     http.Header{},
+		Body:       io.NopCloser(strings.NewReader(`{"result":"ok"}`)),
+	}
+	upstream := &mockSmartRetryUpstream{
+		responses: []*http.Response{successResp},
+		errors:    []error{nil},
+	}
+
+	repo := &stubAntigravityAccountRepo{}
+	account := &Account{
+		ID:          1,
+		Name:        "acc-single",
+		Type:        AccountTypeOAuth,
+		Platform:    PlatformAntigravity,
+		Concurrency: 1,
+	}
+
+	// 503 + 39s >= 7s 阈值 + MODEL_CAPACITY_EXHAUSTED
+	respBody := []byte(`{
+		"error": {
+			"code": 503,
+			"status": "UNAVAILABLE",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "gemini-3-pro-high"}, "reason": "MODEL_CAPACITY_EXHAUSTED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "39s"}
+			],
+			"message": "No capacity available for model gemini-3-pro-high on the server"
+		}
+	}`)
+	resp := &http.Response{
+		StatusCode: http.StatusServiceUnavailable,
+		Header:     http.Header{},
+		Body:       io.NopCloser(bytes.NewReader(respBody)),
+	}
+
+	params := antigravityRetryLoopParams{
+		ctx:          ctxWithSingleAccountRetry(), // 关键：设置单账号标记
+		prefix:       "[test]",
+		account:      account,
+		accessToken:  "token",
+		action:       "generateContent",
+		body:         []byte(`{"input":"test"}`),
+		httpUpstream: upstream,
+		accountRepo:  repo,
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+			return nil
+		},
+	}
+
+	availableURLs := []string{"https://ag-1.test"}
+
+	svc := &AntigravityGatewayService{}
+	result := svc.handleSmartRetry(params, resp, respBody, "https://ag-1.test", 0, availableURLs)
+
+	require.NotNil(t, result)
+	require.Equal(t, smartRetryActionBreakWithResp, result.action)
+	// 关键断言：返回 resp（原地重试成功），而非 switchError（切换账号）
+	require.NotNil(t, result.resp, "should return successful response from in-place retry")
+	require.Equal(t, http.StatusOK, result.resp.StatusCode)
+	require.Nil(t, result.switchError, "should NOT return switchError in single account mode")
+	require.Nil(t, result.err)
+
+	// 验证未设模型限流（单账号模式不应设限流）
+	require.Len(t, repo.modelRateLimitCalls, 0,
+		"should NOT set model rate limit in single account retry mode")
+
+	// 验证确实调用了 upstream（原地重试）
+	require.GreaterOrEqual(t, len(upstream.calls), 1, "should have made at least one retry call")
+}
+
+// TestHandleSmartRetry_503_LongDelay_NoSingleAccountRetry_StillSwitches
+// 对照组：503 + retryDelay >= 7s + 无 SingleAccountRetry 标记
+// → 照常设模型限流 + 切换账号
+func TestHandleSmartRetry_503_LongDelay_NoSingleAccountRetry_StillSwitches(t *testing.T) {
+	repo := &stubAntigravityAccountRepo{}
+	account := &Account{
+		ID:       2,
+		Name:     "acc-multi",
+		Type:     AccountTypeOAuth,
+		Platform: PlatformAntigravity,
+	}
+
+	// 503 + 39s >= 7s 阈值（使用 RATE_LIMIT_EXCEEDED 而非 MODEL_CAPACITY_EXHAUSTED，
+	// 因为 MODEL_CAPACITY_EXHAUSTED 走独立的重试路径，不触发 shouldRateLimitModel）
+	respBody := []byte(`{
+		"error": {
+			"code": 503,
+			"status": "RESOURCE_EXHAUSTED",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "gemini-3-pro-high"}, "reason": "RATE_LIMIT_EXCEEDED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "39s"}
+			]
+		}
+	}`)
+	resp := &http.Response{
+		StatusCode: http.StatusServiceUnavailable,
+		Header:     http.Header{},
+		Body:       io.NopCloser(bytes.NewReader(respBody)),
+	}
+
+	params := antigravityRetryLoopParams{
+		ctx:         context.Background(), // 关键：无单账号标记
+		prefix:      "[test]",
+		account:     account,
+		accessToken: "token",
+		action:      "generateContent",
+		body:        []byte(`{"input":"test"}`),
+		accountRepo: repo,
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+			return nil
+		},
+	}
+
+	availableURLs := []string{"https://ag-1.test"}
+
+	svc := &AntigravityGatewayService{}
+	result := svc.handleSmartRetry(params, resp, respBody, "https://ag-1.test", 0, availableURLs)
+
+	require.NotNil(t, result)
+	require.Equal(t, smartRetryActionBreakWithResp, result.action)
+	// 对照：多账号模式返回 switchError
+	require.NotNil(t, result.switchError, "multi-account mode should return switchError for 503")
+	require.Nil(t, result.resp, "should not return resp when switchError is set")
+
+	// 对照：多账号模式应设模型限流
+	require.Len(t, repo.modelRateLimitCalls, 1,
+		"multi-account mode SHOULD set model rate limit")
+}
+
+// TestHandleSmartRetry_429_LongDelay_SingleAccountRetry_StillSwitches
+// 边界情况：429（非 503）+ SingleAccountRetry 标记
+// → 单账号原地重试仅针对 503，429 依然走切换账号逻辑
+func TestHandleSmartRetry_429_LongDelay_SingleAccountRetry_StillSwitches(t *testing.T) {
+	repo := &stubAntigravityAccountRepo{}
+	account := &Account{
+		ID:       3,
+		Name:     "acc-429",
+		Type:     AccountTypeOAuth,
+		Platform: PlatformAntigravity,
+	}
+
+	// 429 + 15s >= 7s 阈值
+	respBody := []byte(`{
+		"error": {
+			"status": "RESOURCE_EXHAUSTED",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "claude-sonnet-4-5"}, "reason": "RATE_LIMIT_EXCEEDED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "15s"}
+			]
+		}
+	}`)
+	resp := &http.Response{
+		StatusCode: http.StatusTooManyRequests, // 429，不是 503
+		Header:     http.Header{},
+		Body:       io.NopCloser(bytes.NewReader(respBody)),
+	}
+
+	params := antigravityRetryLoopParams{
+		ctx:         ctxWithSingleAccountRetry(), // 有单账号标记
+		prefix:      "[test]",
+		account:     account,
+		accessToken: "token",
+		action:      "generateContent",
+		body:        []byte(`{"input":"test"}`),
+		accountRepo: repo,
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+			return nil
+		},
+	}
+
+	availableURLs := []string{"https://ag-1.test"}
+
+	svc := &AntigravityGatewayService{}
+	result := svc.handleSmartRetry(params, resp, respBody, "https://ag-1.test", 0, availableURLs)
+
+	require.NotNil(t, result)
+	require.Equal(t, smartRetryActionBreakWithResp, result.action)
+	// 429 即使有单账号标记，也应走切换账号
+	require.NotNil(t, result.switchError, "429 should still return switchError even with SingleAccountRetry")
+	require.Len(t, repo.modelRateLimitCalls, 1,
+		"429 should still set model rate limit even with SingleAccountRetry")
+}
+
+// ---------------------------------------------------------------------------
+// 4. handleSmartRetry + 503 + 短延迟 + SingleAccountRetry → 智能重试耗尽后不设限流
+// ---------------------------------------------------------------------------
+
+// TestHandleSmartRetry_503_ShortDelay_SingleAccountRetry_NoRateLimit
+// 503 + retryDelay < 7s + SingleAccountRetry → 智能重试耗尽后直接返回 503，不设限流
+func TestHandleSmartRetry_503_ShortDelay_SingleAccountRetry_NoRateLimit(t *testing.T) {
+	// 智能重试也返回 503
+	failRespBody := `{
+		"error": {
+			"code": 503,
+			"status": "UNAVAILABLE",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "gemini-3-flash"}, "reason": "MODEL_CAPACITY_EXHAUSTED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.1s"}
+			]
+		}
+	}`
+	failResp := &http.Response{
+		StatusCode: http.StatusServiceUnavailable,
+		Header:     http.Header{},
+		Body:       io.NopCloser(strings.NewReader(failRespBody)),
+	}
+	upstream := &mockSmartRetryUpstream{
+		responses: []*http.Response{failResp},
+		errors:    []error{nil},
+	}
+
+	repo := &stubAntigravityAccountRepo{}
+	account := &Account{
+		ID:       4,
+		Name:     "acc-short-503",
+		Type:     AccountTypeOAuth,
+		Platform: PlatformAntigravity,
+	}
+
+	// 0.1s < 7s 阈值
+	respBody := []byte(`{
+		"error": {
+			"code": 503,
+			"status": "UNAVAILABLE",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "gemini-3-flash"}, "reason": "MODEL_CAPACITY_EXHAUSTED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.1s"}
+			]
+		}
+	}`)
+	resp := &http.Response{
+		StatusCode: http.StatusServiceUnavailable,
+		Header:     http.Header{},
+		Body:       io.NopCloser(bytes.NewReader(respBody)),
+	}
+
+	params := antigravityRetryLoopParams{
+		ctx:          ctxWithSingleAccountRetry(),
+		prefix:       "[test]",
+		account:      account,
+		accessToken:  "token",
+		action:       "generateContent",
+		body:         []byte(`{"input":"test"}`),
+		httpUpstream: upstream,
+		accountRepo:  repo,
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+			return nil
+		},
+	}
+
+	availableURLs := []string{"https://ag-1.test"}
+
+	svc := &AntigravityGatewayService{}
+	result := svc.handleSmartRetry(params, resp, respBody, "https://ag-1.test", 0, availableURLs)
+
+	require.NotNil(t, result)
+	require.Equal(t, smartRetryActionBreakWithResp, result.action)
+	// 关键断言：单账号 503 模式下，智能重试耗尽后直接返回 503 响应，不切换
+	require.NotNil(t, result.resp, "should return 503 response directly for single account mode")
+	require.Equal(t, http.StatusServiceUnavailable, result.resp.StatusCode)
+	require.Nil(t, result.switchError, "should NOT switch account in single account mode")
+
+	// 关键断言：不设模型限流
+	require.Len(t, repo.modelRateLimitCalls, 0,
+		"should NOT set model rate limit for 503 in single account mode")
+}
+
+// TestHandleSmartRetry_503_ShortDelay_NoSingleAccountRetry_SetsRateLimit
+// 对照组：503 + retryDelay < 7s + 无 SingleAccountRetry → 智能重试耗尽后照常设限流
+// 使用 RATE_LIMIT_EXCEEDED 而非 MODEL_CAPACITY_EXHAUSTED，因为后者走独立的 60 次重试路径
+func TestHandleSmartRetry_503_ShortDelay_NoSingleAccountRetry_SetsRateLimit(t *testing.T) {
+	failRespBody := `{
+		"error": {
+			"code": 503,
+			"status": "RESOURCE_EXHAUSTED",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "gemini-3-flash"}, "reason": "RATE_LIMIT_EXCEEDED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.1s"}
+			]
+		}
+	}`
+	failResp := &http.Response{
+		StatusCode: http.StatusServiceUnavailable,
+		Header:     http.Header{},
+		Body:       io.NopCloser(strings.NewReader(failRespBody)),
+	}
+	upstream := &mockSmartRetryUpstream{
+		responses: []*http.Response{failResp},
+		errors:    []error{nil},
+	}
+
+	repo := &stubAntigravityAccountRepo{}
+	account := &Account{
+		ID:       5,
+		Name:     "acc-multi-503",
+		Type:     AccountTypeOAuth,
+		Platform: PlatformAntigravity,
+	}
+
+	respBody := []byte(`{
+		"error": {
+			"code": 503,
+			"status": "RESOURCE_EXHAUSTED",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "gemini-3-flash"}, "reason": "RATE_LIMIT_EXCEEDED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.1s"}
+			]
+		}
+	}`)
+	resp := &http.Response{
+		StatusCode: http.StatusServiceUnavailable,
+		Header:     http.Header{},
+		Body:       io.NopCloser(bytes.NewReader(respBody)),
+	}
+
+	params := antigravityRetryLoopParams{
+		ctx:          context.Background(), // 无单账号标记
+		prefix:       "[test]",
+		account:      account,
+		accessToken:  "token",
+		action:       "generateContent",
+		body:         []byte(`{"input":"test"}`),
+		httpUpstream: upstream,
+		accountRepo:  repo,
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+			return nil
+		},
+	}
+
+	availableURLs := []string{"https://ag-1.test"}
+
+	svc := &AntigravityGatewayService{}
+	result := svc.handleSmartRetry(params, resp, respBody, "https://ag-1.test", 0, availableURLs)
+
+	require.NotNil(t, result)
+	require.Equal(t, smartRetryActionBreakWithResp, result.action)
+	// 对照：多账号模式应返回 switchError
+	require.NotNil(t, result.switchError, "multi-account mode should return switchError for 503")
+	// 对照：多账号模式应设模型限流
+	require.Len(t, repo.modelRateLimitCalls, 1,
+		"multi-account mode should set model rate limit")
+}
+
+// ---------------------------------------------------------------------------
+// 5. handleSingleAccountRetryInPlace 直接测试
+// ---------------------------------------------------------------------------
+
+// TestHandleSingleAccountRetryInPlace_Success 原地重试成功
+func TestHandleSingleAccountRetryInPlace_Success(t *testing.T) {
+	successResp := &http.Response{
+		StatusCode: http.StatusOK,
+		Header:     http.Header{},
+		Body:       io.NopCloser(strings.NewReader(`{"result":"ok"}`)),
+	}
+	upstream := &mockSmartRetryUpstream{
+		responses: []*http.Response{successResp},
+		errors:    []error{nil},
+	}
+
+	account := &Account{
+		ID:          10,
+		Name:        "acc-inplace-ok",
+		Type:        AccountTypeOAuth,
+		Platform:    PlatformAntigravity,
+		Concurrency: 1,
+	}
+
+	resp := &http.Response{
+		StatusCode: http.StatusServiceUnavailable,
+		Header:     http.Header{},
+	}
+
+	params := antigravityRetryLoopParams{
+		ctx:          ctxWithSingleAccountRetry(),
+		prefix:       "[test]",
+		account:      account,
+		accessToken:  "token",
+		action:       "generateContent",
+		body:         []byte(`{"input":"test"}`),
+		httpUpstream: upstream,
+	}
+
+	svc := &AntigravityGatewayService{}
+	result := svc.handleSingleAccountRetryInPlace(params, resp, nil, "https://ag-1.test", 1*time.Second, "gemini-3-pro")
+
+	require.NotNil(t, result)
+	require.Equal(t, smartRetryActionBreakWithResp, result.action)
+	require.NotNil(t, result.resp, "should return successful response")
+	require.Equal(t, http.StatusOK, result.resp.StatusCode)
+	require.Nil(t, result.switchError, "should not switch account on success")
+	require.Nil(t, result.err)
+}
+
+// TestHandleSingleAccountRetryInPlace_AllRetriesFail 所有重试都失败，返回 503（不设限流）
+func TestHandleSingleAccountRetryInPlace_AllRetriesFail(t *testing.T) {
+	// 构造 3 个 503 响应（对应 3 次原地重试）
+	var responses []*http.Response
+	var errors []error
+	for i := 0; i < antigravitySingleAccountSmartRetryMaxAttempts; i++ {
+		responses = append(responses, &http.Response{
+			StatusCode: http.StatusServiceUnavailable,
+			Header:     http.Header{},
+			Body: io.NopCloser(strings.NewReader(`{
+				"error": {
+					"code": 503,
+					"status": "UNAVAILABLE",
+					"details": [
+						{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "gemini-3-pro"}, "reason": "MODEL_CAPACITY_EXHAUSTED"},
+						{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.1s"}
+					]
+				}
+			}`)),
+		})
+		errors = append(errors, nil)
+	}
+	upstream := &mockSmartRetryUpstream{
+		responses: responses,
+		errors:    errors,
+	}
+
+	account := &Account{
+		ID:          11,
+		Name:        "acc-inplace-fail",
+		Type:        AccountTypeOAuth,
+		Platform:    PlatformAntigravity,
+		Concurrency: 1,
+	}
+
+	origBody := []byte(`{"error":{"code":503,"status":"UNAVAILABLE"}}`)
+	resp := &http.Response{
+		StatusCode: http.StatusServiceUnavailable,
+		Header:     http.Header{"X-Test": {"original"}},
+	}
+
+	params := antigravityRetryLoopParams{
+		ctx:          ctxWithSingleAccountRetry(),
+		prefix:       "[test]",
+		account:      account,
+		accessToken:  "token",
+		action:       "generateContent",
+		body:         []byte(`{"input":"test"}`),
+		httpUpstream: upstream,
+	}
+
+	svc := &AntigravityGatewayService{}
+	result := svc.handleSingleAccountRetryInPlace(params, resp, origBody, "https://ag-1.test", 1*time.Second, "gemini-3-pro")
+
+	require.NotNil(t, result)
+	require.Equal(t, smartRetryActionBreakWithResp, result.action)
+	// 关键：返回 503 resp，不返回 switchError
+	require.NotNil(t, result.resp, "should return 503 response directly")
+	require.Equal(t, http.StatusServiceUnavailable, result.resp.StatusCode)
+	require.Nil(t, result.switchError, "should NOT return switchError - let Handler handle it")
+	require.Nil(t, result.err)
+
+	// 验证确实重试了指定次数
+	require.Len(t, upstream.calls, antigravitySingleAccountSmartRetryMaxAttempts,
+		"should have made exactly maxAttempts retry calls")
+}
+
+// TestHandleSingleAccountRetryInPlace_WaitDurationClamped 等待时间被限制在 [min, max] 范围
+func TestHandleSingleAccountRetryInPlace_WaitDurationClamped(t *testing.T) {
+	// 用短延迟的成功响应，只验证不 panic
+	successResp := &http.Response{
+		StatusCode: http.StatusOK,
+		Header:     http.Header{},
+		Body:       io.NopCloser(strings.NewReader(`{"result":"ok"}`)),
+	}
+	upstream := &mockSmartRetryUpstream{
+		responses: []*http.Response{successResp},
+		errors:    []error{nil},
+	}
+
+	account := &Account{
+		ID:          12,
+		Name:        "acc-clamp",
+		Type:        AccountTypeOAuth,
+		Platform:    PlatformAntigravity,
+		Concurrency: 1,
+	}
+
+	resp := &http.Response{
+		StatusCode: http.StatusServiceUnavailable,
+		Header:     http.Header{},
+	}
+
+	params := antigravityRetryLoopParams{
+		ctx:          ctxWithSingleAccountRetry(),
+		prefix:       "[test]",
+		account:      account,
+		accessToken:  "token",
+		action:       "generateContent",
+		body:         []byte(`{"input":"test"}`),
+		httpUpstream: upstream,
+	}
+
+	svc := &AntigravityGatewayService{}
+
+	// 等待时间过大应被 clamp 到 antigravitySingleAccountSmartRetryMaxWait
+	result := svc.handleSingleAccountRetryInPlace(params, resp, nil, "https://ag-1.test", 999*time.Second, "gemini-3-pro")
+	require.NotNil(t, result)
+	require.Equal(t, smartRetryActionBreakWithResp, result.action)
+	require.NotNil(t, result.resp)
+	require.Equal(t, http.StatusOK, result.resp.StatusCode)
+}
+
+// TestHandleSingleAccountRetryInPlace_ContextCanceled context 取消时立即返回
+func TestHandleSingleAccountRetryInPlace_ContextCanceled(t *testing.T) {
+	upstream := &mockSmartRetryUpstream{
+		responses: []*http.Response{nil},
+		errors:    []error{nil},
+	}
+
+	account := &Account{
+		ID:          13,
+		Name:        "acc-cancel",
+		Type:        AccountTypeOAuth,
+		Platform:    PlatformAntigravity,
+		Concurrency: 1,
+	}
+
+	resp := &http.Response{
+		StatusCode: http.StatusServiceUnavailable,
+		Header:     http.Header{},
+	}
+
+	ctx, cancel := context.WithCancel(context.Background())
+	ctx = context.WithValue(ctx, ctxkey.SingleAccountRetry, true)
+	cancel() // 立即取消
+
+	params := antigravityRetryLoopParams{
+		ctx:          ctx,
+		prefix:       "[test]",
+		account:      account,
+		accessToken:  "token",
+		action:       "generateContent",
+		body:         []byte(`{"input":"test"}`),
+		httpUpstream: upstream,
+	}
+
+	svc := &AntigravityGatewayService{}
+	result := svc.handleSingleAccountRetryInPlace(params, resp, nil, "https://ag-1.test", 1*time.Second, "gemini-3-pro")
+
+	require.NotNil(t, result)
+	require.Equal(t, smartRetryActionBreakWithResp, result.action)
+	require.Error(t, result.err, "should return context error")
+	// 不应调用 upstream（因为在等待阶段就被取消了）
+	require.Len(t, upstream.calls, 0, "should not call upstream when context is canceled")
+}
+
+// TestHandleSingleAccountRetryInPlace_NetworkError_ContinuesRetry 网络错误时继续重试
+func TestHandleSingleAccountRetryInPlace_NetworkError_ContinuesRetry(t *testing.T) {
+	successResp := &http.Response{
+		StatusCode: http.StatusOK,
+		Header:     http.Header{},
+		Body:       io.NopCloser(strings.NewReader(`{"result":"ok"}`)),
+	}
+	upstream := &mockSmartRetryUpstream{
+		// 第1次网络错误（nil resp），第2次成功
+		responses: []*http.Response{nil, successResp},
+		errors:    []error{nil, nil},
+	}
+
+	account := &Account{
+		ID:          14,
+		Name:        "acc-net-retry",
+		Type:        AccountTypeOAuth,
+		Platform:    PlatformAntigravity,
+		Concurrency: 1,
+	}
+
+	resp := &http.Response{
+		StatusCode: http.StatusServiceUnavailable,
+		Header:     http.Header{},
+	}
+
+	params := antigravityRetryLoopParams{
+		ctx:          ctxWithSingleAccountRetry(),
+		prefix:       "[test]",
+		account:      account,
+		accessToken:  "token",
+		action:       "generateContent",
+		body:         []byte(`{"input":"test"}`),
+		httpUpstream: upstream,
+	}
+
+	svc := &AntigravityGatewayService{}
+	result := svc.handleSingleAccountRetryInPlace(params, resp, nil, "https://ag-1.test", 1*time.Second, "gemini-3-pro")
+
+	require.NotNil(t, result)
+	require.Equal(t, smartRetryActionBreakWithResp, result.action)
+	require.NotNil(t, result.resp, "should return successful response after network error recovery")
+	require.Equal(t, http.StatusOK, result.resp.StatusCode)
+	require.Len(t, upstream.calls, 2, "first call fails (network error), second succeeds")
+}
+
+// ---------------------------------------------------------------------------
+// 6. antigravityRetryLoop 预检查：单账号模式跳过限流
+// ---------------------------------------------------------------------------
+
+// TestAntigravityRetryLoop_PreCheck_SingleAccountRetry_SkipsRateLimit
+// 预检查中，如果有 SingleAccountRetry 标记，即使账号已限流也跳过直接发请求
+func TestAntigravityRetryLoop_PreCheck_SingleAccountRetry_SkipsRateLimit(t *testing.T) {
+	// 创建一个已设模型限流的账号
+	upstream := &recordingOKUpstream{}
+	account := &Account{
+		ID:          20,
+		Name:        "acc-rate-limited",
+		Type:        AccountTypeOAuth,
+		Platform:    PlatformAntigravity,
+		Schedulable: true,
+		Status:      StatusActive,
+		Concurrency: 1,
+		Extra: map[string]any{
+			modelRateLimitsKey: map[string]any{
+				"claude-sonnet-4-5": map[string]any{
+					"rate_limit_reset_at": time.Now().Add(30 * time.Second).Format(time.RFC3339),
+				},
+			},
+		},
+	}
+
+	svc := &AntigravityGatewayService{}
+	result, err := svc.antigravityRetryLoop(antigravityRetryLoopParams{
+		ctx:            ctxWithSingleAccountRetry(),
+		prefix:         "[test]",
+		account:        account,
+		accessToken:    "token",
+		action:         "generateContent",
+		body:           []byte(`{"input":"test"}`),
+		httpUpstream:   upstream,
+		requestedModel: "claude-sonnet-4-5",
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+			return nil
+		},
+	})
+
+	require.NoError(t, err, "should not return error")
+	require.NotNil(t, result, "should return result")
+	require.NotNil(t, result.resp, "should have response")
+	require.Equal(t, http.StatusOK, result.resp.StatusCode)
+	// 关键：尽管限流了，有 SingleAccountRetry 标记时仍然到达了 upstream
+	require.Equal(t, 1, upstream.calls, "should have reached upstream despite rate limit")
+}
+
+// TestAntigravityRetryLoop_PreCheck_NoSingleAccountRetry_SwitchesOnRateLimit
+// 对照组：无 SingleAccountRetry + 已限流 → 预检查返回 switchError
+func TestAntigravityRetryLoop_PreCheck_NoSingleAccountRetry_SwitchesOnRateLimit(t *testing.T) {
+	upstream := &recordingOKUpstream{}
+	account := &Account{
+		ID:          21,
+		Name:        "acc-rate-limited-multi",
+		Type:        AccountTypeOAuth,
+		Platform:    PlatformAntigravity,
+		Schedulable: true,
+		Status:      StatusActive,
+		Concurrency: 1,
+		Extra: map[string]any{
+			modelRateLimitsKey: map[string]any{
+				"claude-sonnet-4-5": map[string]any{
+					"rate_limit_reset_at": time.Now().Add(30 * time.Second).Format(time.RFC3339),
+				},
+			},
+		},
+	}
+
+	svc := &AntigravityGatewayService{}
+	result, err := svc.antigravityRetryLoop(antigravityRetryLoopParams{
+		ctx:            context.Background(), // 无单账号标记
+		prefix:         "[test]",
+		account:        account,
+		accessToken:    "token",
+		action:         "generateContent",
+		body:           []byte(`{"input":"test"}`),
+		httpUpstream:   upstream,
+		requestedModel: "claude-sonnet-4-5",
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+			return nil
+		},
+	})
+
+	require.Nil(t, result, "should not return result on rate limit switch")
+	require.NotNil(t, err, "should return error")
+
+	var switchErr *AntigravityAccountSwitchError
+	require.ErrorAs(t, err, &switchErr, "should return AntigravityAccountSwitchError")
+	require.Equal(t, account.ID, switchErr.OriginalAccountID)
+	require.Equal(t, "claude-sonnet-4-5", switchErr.RateLimitedModel)
+
+	// upstream 不应被调用（预检查就短路了）
+	require.Equal(t, 0, upstream.calls, "upstream should NOT be called when pre-check blocks")
+}
+
+// ---------------------------------------------------------------------------
+// 7. 端到端集成场景测试
+// ---------------------------------------------------------------------------
+
+// TestHandleSmartRetry_503_SingleAccount_RetryInPlace_ThenSuccess_E2E
+// 端到端场景：503 + 单账号 + 原地重试第2次成功
+func TestHandleSmartRetry_503_SingleAccount_RetryInPlace_ThenSuccess_E2E(t *testing.T) {
+	// 第1次原地重试仍返回 503，第2次成功
+	fail503Body := `{
+		"error": {
+			"code": 503,
+			"status": "UNAVAILABLE",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "gemini-3-pro"}, "reason": "MODEL_CAPACITY_EXHAUSTED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.1s"}
+			]
+		}
+	}`
+	resp503 := &http.Response{
+		StatusCode: http.StatusServiceUnavailable,
+		Header:     http.Header{},
+		Body:       io.NopCloser(strings.NewReader(fail503Body)),
+	}
+	successResp := &http.Response{
+		StatusCode: http.StatusOK,
+		Header:     http.Header{},
+		Body:       io.NopCloser(strings.NewReader(`{"result":"ok"}`)),
+	}
+
+	upstream := &mockSmartRetryUpstream{
+		responses: []*http.Response{resp503, successResp},
+		errors:    []error{nil, nil},
+	}
+
+	account := &Account{
+		ID:          30,
+		Name:        "acc-e2e",
+		Type:        AccountTypeOAuth,
+		Platform:    PlatformAntigravity,
+		Concurrency: 1,
+	}
+
+	resp := &http.Response{
+		StatusCode: http.StatusServiceUnavailable,
+		Header:     http.Header{},
+	}
+
+	params := antigravityRetryLoopParams{
+		ctx:          ctxWithSingleAccountRetry(),
+		prefix:       "[test]",
+		account:      account,
+		accessToken:  "token",
+		action:       "generateContent",
+		body:         []byte(`{"input":"test"}`),
+		httpUpstream: upstream,
+	}
+
+	svc := &AntigravityGatewayService{}
+	result := svc.handleSingleAccountRetryInPlace(params, resp, nil, "https://ag-1.test", 1*time.Second, "gemini-3-pro")
+
+	require.NotNil(t, result)
+	require.Equal(t, smartRetryActionBreakWithResp, result.action)
+	require.NotNil(t, result.resp, "should return successful response after 2nd attempt")
+	require.Equal(t, http.StatusOK, result.resp.StatusCode)
+	require.Nil(t, result.switchError)
+	require.Len(t, upstream.calls, 2, "first 503, second OK")
+}
+
+// TestAntigravityRetryLoop_503_SingleAccount_InPlaceRetryUsed_E2E
+// 通过 antigravityRetryLoop → handleSmartRetry → handleSingleAccountRetryInPlace 完整链路
+func TestAntigravityRetryLoop_503_SingleAccount_InPlaceRetryUsed_E2E(t *testing.T) {
+	// 初始请求返回 503 + 长延迟
+	initial503Body := []byte(`{
+		"error": {
+			"code": 503,
+			"status": "UNAVAILABLE",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "gemini-3-pro"}, "reason": "MODEL_CAPACITY_EXHAUSTED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "10s"}
+			],
+			"message": "No capacity available"
+		}
+	}`)
+	initial503Resp := &http.Response{
+		StatusCode: http.StatusServiceUnavailable,
+		Header:     http.Header{},
+		Body:       io.NopCloser(bytes.NewReader(initial503Body)),
+	}
+
+	// 原地重试成功
+	successResp := &http.Response{
+		StatusCode: http.StatusOK,
+		Header:     http.Header{},
+		Body:       io.NopCloser(strings.NewReader(`{"result":"ok"}`)),
+	}
+
+	upstream := &mockSmartRetryUpstream{
+		// 第1次调用（retryLoop 主循环）返回 503
+		// 第2次调用（handleSingleAccountRetryInPlace 原地重试）返回 200
+		responses: []*http.Response{initial503Resp, successResp},
+		errors:    []error{nil, nil},
+	}
+
+	repo := &stubAntigravityAccountRepo{}
+	account := &Account{
+		ID:          31,
+		Name:        "acc-e2e-loop",
+		Type:        AccountTypeOAuth,
+		Platform:    PlatformAntigravity,
+		Schedulable: true,
+		Status:      StatusActive,
+		Concurrency: 1,
+	}
+
+	svc := &AntigravityGatewayService{}
+	result, err := svc.antigravityRetryLoop(antigravityRetryLoopParams{
+		ctx:          ctxWithSingleAccountRetry(),
+		prefix:       "[test]",
+		account:      account,
+		accessToken:  "token",
+		action:       "generateContent",
+		body:         []byte(`{"input":"test"}`),
+		httpUpstream: upstream,
+		accountRepo:  repo,
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+			return nil
+		},
+	})
+
+	require.NoError(t, err, "should not return error on successful retry")
+	require.NotNil(t, result, "should return result")
+	require.NotNil(t, result.resp, "should return response")
+	require.Equal(t, http.StatusOK, result.resp.StatusCode)
+
+	// 验证未设模型限流
+	require.Len(t, repo.modelRateLimitCalls, 0,
+		"should NOT set model rate limit in single account retry mode")
+}

backend/internal/service/antigravity_smart_retry_test.go

@@ -13,6 +13,23 @@ import (
 	"github.com/stretchr/testify/require"
 )
 
+// stubSmartRetryCache 用于 handleSmartRetry 测试的 GatewayCache mock
+// 仅关注 DeleteSessionAccountID 的调用记录
+type stubSmartRetryCache struct {
+	GatewayCache // 嵌入接口，未实现的方法 panic（确保只调用预期方法）
+	deleteCalls  []deleteSessionCall
+}
+
+type deleteSessionCall struct {
+	groupID     int64
+	sessionHash string
+}
+
+func (c *stubSmartRetryCache) DeleteSessionAccountID(_ context.Context, groupID int64, sessionHash string) error {
+	c.deleteCalls = append(c.deleteCalls, deleteSessionCall{groupID: groupID, sessionHash: sessionHash})
+	return nil
+}
+
 // mockSmartRetryUpstream 用于 handleSmartRetry 测试的 mock upstream
 type mockSmartRetryUpstream struct {
 	responses []*http.Response
@@ -58,7 +75,7 @@ func TestHandleSmartRetry_URLLevelRateLimit(t *testing.T) {
 		accessToken: "token",
 		action:      "generateContent",
 		body:        []byte(`{"input":"test"}`),
-		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, quotaScope AntigravityQuotaScope, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
 			return nil
 		},
 	}
@@ -110,7 +127,7 @@ func TestHandleSmartRetry_LongDelay_ReturnsSwitchError(t *testing.T) {
 		body:            []byte(`{"input":"test"}`),
 		accountRepo:     repo,
 		isStickySession: true,
-		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, quotaScope AntigravityQuotaScope, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
 			return nil
 		},
 	}
@@ -177,7 +194,7 @@ func TestHandleSmartRetry_ShortDelay_SmartRetrySuccess(t *testing.T) {
 		action:       "generateContent",
 		body:         []byte(`{"input":"test"}`),
 		httpUpstream: upstream,
-		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, quotaScope AntigravityQuotaScope, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
 			return nil
 		},
 	}
@@ -198,7 +215,7 @@ func TestHandleSmartRetry_ShortDelay_SmartRetrySuccess(t *testing.T) {
 
 // TestHandleSmartRetry_ShortDelay_SmartRetryFailed_ReturnsSwitchError 测试智能重试失败后返回 switchError
 func TestHandleSmartRetry_ShortDelay_SmartRetryFailed_ReturnsSwitchError(t *testing.T) {
-	// 智能重试后仍然返回 429（需要提供 3 个响应，因为智能重试最多 3 次）
+	// 智能重试后仍然返回 429（需要提供 1 个响应，因为智能重试最多 1 次）
 	failRespBody := `{
 		"error": {
 			"status": "RESOURCE_EXHAUSTED",
@@ -213,19 +230,9 @@ func TestHandleSmartRetry_ShortDelay_SmartRetryFailed_ReturnsSwitchError(t *test
 		Header:     http.Header{},
 		Body:       io.NopCloser(strings.NewReader(failRespBody)),
 	}
-	failResp2 := &http.Response{
-		StatusCode: http.StatusTooManyRequests,
-		Header:     http.Header{},
-		Body:       io.NopCloser(strings.NewReader(failRespBody)),
-	}
-	failResp3 := &http.Response{
-		StatusCode: http.StatusTooManyRequests,
-		Header:     http.Header{},
-		Body:       io.NopCloser(strings.NewReader(failRespBody)),
-	}
 	upstream := &mockSmartRetryUpstream{
-		responses: []*http.Response{failResp1, failResp2, failResp3},
-		errors:    []error{nil, nil, nil},
+		responses: []*http.Response{failResp1},
+		errors:    []error{nil},
 	}
 
 	repo := &stubAntigravityAccountRepo{}
@@ -236,7 +243,7 @@ func TestHandleSmartRetry_ShortDelay_SmartRetryFailed_ReturnsSwitchError(t *test
 		Platform: PlatformAntigravity,
 	}
 
-	// 3s < 7s 阈值，应该触发智能重试（最多 3 次）
+	// 3s < 7s 阈值，应该触发智能重试（最多 1 次）
 	respBody := []byte(`{
 		"error": {
 			"status": "RESOURCE_EXHAUSTED",
@@ -262,7 +269,7 @@ func TestHandleSmartRetry_ShortDelay_SmartRetryFailed_ReturnsSwitchError(t *test
 		httpUpstream:    upstream,
 		accountRepo:     repo,
 		isStickySession: false,
-		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, quotaScope AntigravityQuotaScope, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
 			return nil
 		},
 	}
@@ -284,11 +291,12 @@ func TestHandleSmartRetry_ShortDelay_SmartRetryFailed_ReturnsSwitchError(t *test
 	// 验证模型限流已设置
 	require.Len(t, repo.modelRateLimitCalls, 1)
 	require.Equal(t, "gemini-3-flash", repo.modelRateLimitCalls[0].modelKey)
-	require.Len(t, upstream.calls, 3, "should have made three retry calls (max attempts)")
+	require.Len(t, upstream.calls, 1, "should have made one retry call (max attempts)")
 }
 
-// TestHandleSmartRetry_503_ModelCapacityExhausted_ReturnsSwitchError 测试 503 MODEL_CAPACITY_EXHAUSTED 返回 switchError
-func TestHandleSmartRetry_503_ModelCapacityExhausted_ReturnsSwitchError(t *testing.T) {
+// TestHandleSmartRetry_503_ModelCapacityExhausted_RetrySuccess 测试 503 MODEL_CAPACITY_EXHAUSTED 重试成功
+// MODEL_CAPACITY_EXHAUSTED 使用固定 1s 间隔重试，不切换账号
+func TestHandleSmartRetry_503_ModelCapacityExhausted_RetrySuccess(t *testing.T) {
 	repo := &stubAntigravityAccountRepo{}
 	account := &Account{
 		ID:       3,
@@ -297,7 +305,7 @@ func TestHandleSmartRetry_503_ModelCapacityExhausted_ReturnsSwitchError(t *testi
 		Platform: PlatformAntigravity,
 	}
 
-	// 503 + MODEL_CAPACITY_EXHAUSTED + 39s >= 7s 阈值
+	// 503 + MODEL_CAPACITY_EXHAUSTED + 39s（上游 retryDelay 应被忽略，使用固定 1s）
 	respBody := []byte(`{
 		"error": {
 			"code": 503,
@@ -315,6 +323,14 @@ func TestHandleSmartRetry_503_ModelCapacityExhausted_ReturnsSwitchError(t *testi
 		Body:       io.NopCloser(bytes.NewReader(respBody)),
 	}
 
+	// mock: 第 1 次重试返回 200 成功
+	upstream := &mockSmartRetryUpstream{
+		responses: []*http.Response{
+			{StatusCode: http.StatusOK, Header: http.Header{}, Body: io.NopCloser(strings.NewReader(`{"ok":true}`))},
+		},
+		errors: []error{nil},
+	}
+
 	params := antigravityRetryLoopParams{
 		ctx:             context.Background(),
 		prefix:          "[test]",
@@ -323,8 +339,9 @@ func TestHandleSmartRetry_503_ModelCapacityExhausted_ReturnsSwitchError(t *testi
 		action:          "generateContent",
 		body:            []byte(`{"input":"test"}`),
 		accountRepo:     repo,
+		httpUpstream:    upstream,
 		isStickySession: true,
-		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, quotaScope AntigravityQuotaScope, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
 			return nil
 		},
 	}
@@ -336,16 +353,67 @@ func TestHandleSmartRetry_503_ModelCapacityExhausted_ReturnsSwitchError(t *testi
 
 	require.NotNil(t, result)
 	require.Equal(t, smartRetryActionBreakWithResp, result.action)
-	require.Nil(t, result.resp)
+	require.NotNil(t, result.resp, "should return successful response")
+	require.Equal(t, http.StatusOK, result.resp.StatusCode)
 	require.Nil(t, result.err)
-	require.NotNil(t, result.switchError, "should return switchError for 503 model capacity exhausted")
-	require.Equal(t, account.ID, result.switchError.OriginalAccountID)
-	require.Equal(t, "gemini-3-pro-high", result.switchError.RateLimitedModel)
-	require.True(t, result.switchError.IsStickySession)
+	require.Nil(t, result.switchError, "MODEL_CAPACITY_EXHAUSTED should not return switchError")
 
-	// 验证模型限流已设置
-	require.Len(t, repo.modelRateLimitCalls, 1)
-	require.Equal(t, "gemini-3-pro-high", repo.modelRateLimitCalls[0].modelKey)
+	// 不应设置模型限流
+	require.Empty(t, repo.modelRateLimitCalls, "MODEL_CAPACITY_EXHAUSTED should not set model rate limit")
+	require.Len(t, upstream.calls, 1, "should have made one retry call before success")
+}
+
+// TestHandleSmartRetry_503_ModelCapacityExhausted_ContextCancel 测试 MODEL_CAPACITY_EXHAUSTED 上下文取消
+func TestHandleSmartRetry_503_ModelCapacityExhausted_ContextCancel(t *testing.T) {
+	repo := &stubAntigravityAccountRepo{}
+	account := &Account{
+		ID:       3,
+		Name:     "acc-3",
+		Type:     AccountTypeOAuth,
+		Platform: PlatformAntigravity,
+	}
+
+	respBody := []byte(`{
+		"error": {
+			"code": 503,
+			"status": "UNAVAILABLE",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "gemini-3-pro-high"}, "reason": "MODEL_CAPACITY_EXHAUSTED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "39s"}
+			]
+		}
+	}`)
+	resp := &http.Response{
+		StatusCode: http.StatusServiceUnavailable,
+		Header:     http.Header{},
+		Body:       io.NopCloser(bytes.NewReader(respBody)),
+	}
+
+	// 立即取消上下文，验证重试循环能正确退出
+	ctx, cancel := context.WithCancel(context.Background())
+	cancel()
+
+	params := antigravityRetryLoopParams{
+		ctx:         ctx,
+		prefix:      "[test]",
+		account:     account,
+		accessToken: "token",
+		action:      "generateContent",
+		body:        []byte(`{"input":"test"}`),
+		accountRepo: repo,
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+			return nil
+		},
+	}
+
+	svc := &AntigravityGatewayService{}
+	result := svc.handleSmartRetry(params, resp, respBody, "https://ag-1.test", 0, []string{"https://ag-1.test"})
+
+	require.NotNil(t, result)
+	require.Equal(t, smartRetryActionBreakWithResp, result.action)
+	require.Error(t, result.err, "should return context error")
+	require.Nil(t, result.switchError, "should not return switchError on context cancel")
+	require.Empty(t, repo.modelRateLimitCalls, "should not set model rate limit on context cancel")
 }
 
 // TestHandleSmartRetry_NonAntigravityAccount_ContinuesDefaultLogic 测试非 Antigravity 平台账号走默认逻辑
@@ -380,7 +448,7 @@ func TestHandleSmartRetry_NonAntigravityAccount_ContinuesDefaultLogic(t *testing
 		accessToken: "token",
 		action:      "generateContent",
 		body:        []byte(`{"input":"test"}`),
-		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, quotaScope AntigravityQuotaScope, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
 			return nil
 		},
 	}
@@ -429,7 +497,7 @@ func TestHandleSmartRetry_NonModelRateLimit_ContinuesDefaultLogic(t *testing.T)
 		accessToken: "token",
 		action:      "generateContent",
 		body:        []byte(`{"input":"test"}`),
-		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, quotaScope AntigravityQuotaScope, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
 			return nil
 		},
 	}
@@ -480,7 +548,7 @@ func TestHandleSmartRetry_ExactlyAtThreshold_ReturnsSwitchError(t *testing.T) {
 		action:      "generateContent",
 		body:        []byte(`{"input":"test"}`),
 		accountRepo: repo,
-		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, quotaScope AntigravityQuotaScope, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
 			return nil
 		},
 	}
@@ -541,7 +609,7 @@ func TestAntigravityRetryLoop_HandleSmartRetry_SwitchError_Propagates(t *testing
 		httpUpstream:    upstream,
 		accountRepo:     repo,
 		isStickySession: true,
-		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, quotaScope AntigravityQuotaScope, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
 			return nil
 		},
 	})
@@ -556,19 +624,15 @@ func TestAntigravityRetryLoop_HandleSmartRetry_SwitchError_Propagates(t *testing
 	require.True(t, switchErr.IsStickySession)
 }
 
-// TestHandleSmartRetry_NetworkError_ContinuesRetry 测试网络错误时继续重试
-func TestHandleSmartRetry_NetworkError_ContinuesRetry(t *testing.T) {
-	// 第一次网络错误，第二次成功
-	successResp := &http.Response{
-		StatusCode: http.StatusOK,
-		Header:     http.Header{},
-		Body:       io.NopCloser(strings.NewReader(`{"result":"ok"}`)),
-	}
+// TestHandleSmartRetry_NetworkError_ExhaustsRetry 测试网络错误时（maxAttempts=1）直接耗尽重试并切换账号
+func TestHandleSmartRetry_NetworkError_ExhaustsRetry(t *testing.T) {
+	// 唯一一次重试遇到网络错误（nil response）
 	upstream := &mockSmartRetryUpstream{
-		responses: []*http.Response{nil, successResp}, // 第一次返回 nil（模拟网络错误）
-		errors:    []error{nil, nil},                  // mock 不返回 error，靠 nil response 触发
+		responses: []*http.Response{nil}, // 返回 nil（模拟网络错误）
+		errors:    []error{nil},          // mock 不返回 error，靠 nil response 触发
 	}
 
+	repo := &stubAntigravityAccountRepo{}
 	account := &Account{
 		ID:       8,
 		Name:     "acc-8",
@@ -600,7 +664,8 @@ func TestHandleSmartRetry_NetworkError_ContinuesRetry(t *testing.T) {
 		action:       "generateContent",
 		body:         []byte(`{"input":"test"}`),
 		httpUpstream: upstream,
-		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, quotaScope AntigravityQuotaScope, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+		accountRepo:  repo,
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
 			return nil
 		},
 	}
@@ -612,10 +677,15 @@ func TestHandleSmartRetry_NetworkError_ContinuesRetry(t *testing.T) {
 
 	require.NotNil(t, result)
 	require.Equal(t, smartRetryActionBreakWithResp, result.action)
-	require.NotNil(t, result.resp, "should return successful response after network error recovery")
-	require.Equal(t, http.StatusOK, result.resp.StatusCode)
-	require.Nil(t, result.switchError, "should not return switchError on success")
-	require.Len(t, upstream.calls, 2, "should have made two retry calls")
+	require.Nil(t, result.resp, "should not return resp when switchError is set")
+	require.NotNil(t, result.switchError, "should return switchError after network error exhausted retry")
+	require.Equal(t, account.ID, result.switchError.OriginalAccountID)
+	require.Equal(t, "claude-sonnet-4-5", result.switchError.RateLimitedModel)
+	require.Len(t, upstream.calls, 1, "should have made one retry call")
+
+	// 验证模型限流已设置
+	require.Len(t, repo.modelRateLimitCalls, 1)
+	require.Equal(t, "claude-sonnet-4-5", repo.modelRateLimitCalls[0].modelKey)
 }
 
 // TestHandleSmartRetry_NoRetryDelay_UsesDefaultRateLimit 测试无 retryDelay 时使用默认 1 分钟限流
@@ -653,7 +723,7 @@ func TestHandleSmartRetry_NoRetryDelay_UsesDefaultRateLimit(t *testing.T) {
 		body:            []byte(`{"input":"test"}`),
 		accountRepo:     repo,
 		isStickySession: true,
-		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, quotaScope AntigravityQuotaScope, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
 			return nil
 		},
 	}
@@ -674,3 +744,617 @@ func TestHandleSmartRetry_NoRetryDelay_UsesDefaultRateLimit(t *testing.T) {
 	require.Len(t, repo.modelRateLimitCalls, 1)
 	require.Equal(t, "claude-sonnet-4-5", repo.modelRateLimitCalls[0].modelKey)
 }
+
+// ---------------------------------------------------------------------------
+// 以下测试覆盖本次改动：
+// 1. antigravitySmartRetryMaxAttempts = 1（仅重试 1 次）
+// 2. 智能重试失败后清除粘性会话绑定（DeleteSessionAccountID）
+// ---------------------------------------------------------------------------
+
+// TestSmartRetryMaxAttempts_VerifyConstant 验证常量值为 1
+func TestSmartRetryMaxAttempts_VerifyConstant(t *testing.T) {
+	require.Equal(t, 1, antigravitySmartRetryMaxAttempts,
+		"antigravitySmartRetryMaxAttempts should be 1 to prevent repeated rate limiting")
+}
+
+// TestHandleSmartRetry_ShortDelay_StickySession_FailedRetry_ClearsSession
+// 核心场景：粘性会话 + 短延迟重试失败 → 必须清除粘性绑定
+func TestHandleSmartRetry_ShortDelay_StickySession_FailedRetry_ClearsSession(t *testing.T) {
+	failRespBody := `{
+		"error": {
+			"status": "RESOURCE_EXHAUSTED",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "claude-sonnet-4-5"}, "reason": "RATE_LIMIT_EXCEEDED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.1s"}
+			]
+		}
+	}`
+	failResp := &http.Response{
+		StatusCode: http.StatusTooManyRequests,
+		Header:     http.Header{},
+		Body:       io.NopCloser(strings.NewReader(failRespBody)),
+	}
+	upstream := &mockSmartRetryUpstream{
+		responses: []*http.Response{failResp},
+		errors:    []error{nil},
+	}
+
+	repo := &stubAntigravityAccountRepo{}
+	cache := &stubSmartRetryCache{}
+	account := &Account{
+		ID:       10,
+		Name:     "acc-10",
+		Type:     AccountTypeOAuth,
+		Platform: PlatformAntigravity,
+	}
+
+	respBody := []byte(`{
+		"error": {
+			"status": "RESOURCE_EXHAUSTED",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "claude-sonnet-4-5"}, "reason": "RATE_LIMIT_EXCEEDED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.1s"}
+			]
+		}
+	}`)
+	resp := &http.Response{
+		StatusCode: http.StatusTooManyRequests,
+		Header:     http.Header{},
+		Body:       io.NopCloser(bytes.NewReader(respBody)),
+	}
+
+	params := antigravityRetryLoopParams{
+		ctx:             context.Background(),
+		prefix:          "[test]",
+		account:         account,
+		accessToken:     "token",
+		action:          "generateContent",
+		body:            []byte(`{"input":"test"}`),
+		httpUpstream:    upstream,
+		accountRepo:     repo,
+		isStickySession: true,
+		groupID:         42,
+		sessionHash:     "sticky-hash-abc",
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+			return nil
+		},
+	}
+
+	availableURLs := []string{"https://ag-1.test"}
+
+	svc := &AntigravityGatewayService{cache: cache}
+	result := svc.handleSmartRetry(params, resp, respBody, "https://ag-1.test", 0, availableURLs)
+
+	// 验证返回 switchError
+	require.NotNil(t, result)
+	require.Equal(t, smartRetryActionBreakWithResp, result.action)
+	require.NotNil(t, result.switchError)
+	require.True(t, result.switchError.IsStickySession, "switchError should carry IsStickySession=true")
+	require.Equal(t, account.ID, result.switchError.OriginalAccountID)
+
+	// 核心断言：DeleteSessionAccountID 被调用，且参数正确
+	require.Len(t, cache.deleteCalls, 1, "should call DeleteSessionAccountID exactly once")
+	require.Equal(t, int64(42), cache.deleteCalls[0].groupID)
+	require.Equal(t, "sticky-hash-abc", cache.deleteCalls[0].sessionHash)
+
+	// 验证仅重试 1 次
+	require.Len(t, upstream.calls, 1, "should make exactly 1 retry call (maxAttempts=1)")
+
+	// 验证模型限流已设置
+	require.Len(t, repo.modelRateLimitCalls, 1)
+	require.Equal(t, "claude-sonnet-4-5", repo.modelRateLimitCalls[0].modelKey)
+}
+
+// TestHandleSmartRetry_ShortDelay_NonStickySession_FailedRetry_NoDeleteSession
+// 非粘性会话 + 短延迟重试失败 → 不应调用 DeleteSessionAccountID（sessionHash 为空）
+func TestHandleSmartRetry_ShortDelay_NonStickySession_FailedRetry_NoDeleteSession(t *testing.T) {
+	failRespBody := `{
+		"error": {
+			"status": "RESOURCE_EXHAUSTED",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "gemini-3-flash"}, "reason": "RATE_LIMIT_EXCEEDED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.1s"}
+			]
+		}
+	}`
+	failResp := &http.Response{
+		StatusCode: http.StatusTooManyRequests,
+		Header:     http.Header{},
+		Body:       io.NopCloser(strings.NewReader(failRespBody)),
+	}
+	upstream := &mockSmartRetryUpstream{
+		responses: []*http.Response{failResp},
+		errors:    []error{nil},
+	}
+
+	repo := &stubAntigravityAccountRepo{}
+	cache := &stubSmartRetryCache{}
+	account := &Account{
+		ID:       11,
+		Name:     "acc-11",
+		Type:     AccountTypeOAuth,
+		Platform: PlatformAntigravity,
+	}
+
+	respBody := []byte(`{
+		"error": {
+			"status": "RESOURCE_EXHAUSTED",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "gemini-3-flash"}, "reason": "RATE_LIMIT_EXCEEDED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.1s"}
+			]
+		}
+	}`)
+	resp := &http.Response{
+		StatusCode: http.StatusTooManyRequests,
+		Header:     http.Header{},
+		Body:       io.NopCloser(bytes.NewReader(respBody)),
+	}
+
+	params := antigravityRetryLoopParams{
+		ctx:             context.Background(),
+		prefix:          "[test]",
+		account:         account,
+		accessToken:     "token",
+		action:          "generateContent",
+		body:            []byte(`{"input":"test"}`),
+		httpUpstream:    upstream,
+		accountRepo:     repo,
+		isStickySession: false,
+		groupID:         42,
+		sessionHash:     "", // 非粘性会话，sessionHash 为空
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+			return nil
+		},
+	}
+
+	availableURLs := []string{"https://ag-1.test"}
+
+	svc := &AntigravityGatewayService{cache: cache}
+	result := svc.handleSmartRetry(params, resp, respBody, "https://ag-1.test", 0, availableURLs)
+
+	require.NotNil(t, result)
+	require.Equal(t, smartRetryActionBreakWithResp, result.action)
+	require.NotNil(t, result.switchError)
+	require.False(t, result.switchError.IsStickySession)
+
+	// 核心断言：sessionHash 为空时不应调用 DeleteSessionAccountID
+	require.Len(t, cache.deleteCalls, 0, "should NOT call DeleteSessionAccountID when sessionHash is empty")
+}
+
+// TestHandleSmartRetry_ShortDelay_StickySession_FailedRetry_NilCache_NoPanic
+// 边界：cache 为 nil 时不应 panic
+func TestHandleSmartRetry_ShortDelay_StickySession_FailedRetry_NilCache_NoPanic(t *testing.T) {
+	failRespBody := `{
+		"error": {
+			"status": "RESOURCE_EXHAUSTED",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "claude-sonnet-4-5"}, "reason": "RATE_LIMIT_EXCEEDED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.1s"}
+			]
+		}
+	}`
+	failResp := &http.Response{
+		StatusCode: http.StatusTooManyRequests,
+		Header:     http.Header{},
+		Body:       io.NopCloser(strings.NewReader(failRespBody)),
+	}
+	upstream := &mockSmartRetryUpstream{
+		responses: []*http.Response{failResp},
+		errors:    []error{nil},
+	}
+
+	repo := &stubAntigravityAccountRepo{}
+	account := &Account{
+		ID:       12,
+		Name:     "acc-12",
+		Type:     AccountTypeOAuth,
+		Platform: PlatformAntigravity,
+	}
+
+	respBody := []byte(`{
+		"error": {
+			"status": "RESOURCE_EXHAUSTED",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "claude-sonnet-4-5"}, "reason": "RATE_LIMIT_EXCEEDED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.1s"}
+			]
+		}
+	}`)
+	resp := &http.Response{
+		StatusCode: http.StatusTooManyRequests,
+		Header:     http.Header{},
+		Body:       io.NopCloser(bytes.NewReader(respBody)),
+	}
+
+	params := antigravityRetryLoopParams{
+		ctx:             context.Background(),
+		prefix:          "[test]",
+		account:         account,
+		accessToken:     "token",
+		action:          "generateContent",
+		body:            []byte(`{"input":"test"}`),
+		httpUpstream:    upstream,
+		accountRepo:     repo,
+		isStickySession: true,
+		groupID:         42,
+		sessionHash:     "sticky-hash-nil-cache",
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+			return nil
+		},
+	}
+
+	availableURLs := []string{"https://ag-1.test"}
+
+	// cache 为 nil，不应 panic
+	svc := &AntigravityGatewayService{cache: nil}
+	require.NotPanics(t, func() {
+		result := svc.handleSmartRetry(params, resp, respBody, "https://ag-1.test", 0, availableURLs)
+		require.NotNil(t, result)
+		require.Equal(t, smartRetryActionBreakWithResp, result.action)
+		require.NotNil(t, result.switchError)
+		require.True(t, result.switchError.IsStickySession)
+	})
+}
+
+// TestHandleSmartRetry_ShortDelay_StickySession_SuccessRetry_NoDeleteSession
+// 重试成功时不应清除粘性会话（只有失败才清除）
+func TestHandleSmartRetry_ShortDelay_StickySession_SuccessRetry_NoDeleteSession(t *testing.T) {
+	successResp := &http.Response{
+		StatusCode: http.StatusOK,
+		Header:     http.Header{},
+		Body:       io.NopCloser(strings.NewReader(`{"result":"ok"}`)),
+	}
+	upstream := &mockSmartRetryUpstream{
+		responses: []*http.Response{successResp},
+		errors:    []error{nil},
+	}
+
+	cache := &stubSmartRetryCache{}
+	account := &Account{
+		ID:       13,
+		Name:     "acc-13",
+		Type:     AccountTypeOAuth,
+		Platform: PlatformAntigravity,
+	}
+
+	respBody := []byte(`{
+		"error": {
+			"status": "RESOURCE_EXHAUSTED",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "claude-opus-4"}, "reason": "RATE_LIMIT_EXCEEDED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.5s"}
+			]
+		}
+	}`)
+	resp := &http.Response{
+		StatusCode: http.StatusTooManyRequests,
+		Header:     http.Header{},
+		Body:       io.NopCloser(bytes.NewReader(respBody)),
+	}
+
+	params := antigravityRetryLoopParams{
+		ctx:             context.Background(),
+		prefix:          "[test]",
+		account:         account,
+		accessToken:     "token",
+		action:          "generateContent",
+		body:            []byte(`{"input":"test"}`),
+		httpUpstream:    upstream,
+		isStickySession: true,
+		groupID:         42,
+		sessionHash:     "sticky-hash-success",
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+			return nil
+		},
+	}
+
+	availableURLs := []string{"https://ag-1.test"}
+
+	svc := &AntigravityGatewayService{cache: cache}
+	result := svc.handleSmartRetry(params, resp, respBody, "https://ag-1.test", 0, availableURLs)
+
+	require.NotNil(t, result)
+	require.Equal(t, smartRetryActionBreakWithResp, result.action)
+	require.NotNil(t, result.resp, "should return successful response")
+	require.Equal(t, http.StatusOK, result.resp.StatusCode)
+	require.Nil(t, result.switchError, "should not return switchError on success")
+
+	// 核心断言：重试成功时不应清除粘性会话
+	require.Len(t, cache.deleteCalls, 0, "should NOT call DeleteSessionAccountID on successful retry")
+}
+
+// TestHandleSmartRetry_LongDelay_StickySession_NoDeleteInHandleSmartRetry
+// 长延迟路径（情况1）在 handleSmartRetry 中不直接调用 DeleteSessionAccountID
+// （清除由 handler 层的 shouldClearStickySession 在下次请求时处理）
+func TestHandleSmartRetry_LongDelay_StickySession_NoDeleteInHandleSmartRetry(t *testing.T) {
+	repo := &stubAntigravityAccountRepo{}
+	cache := &stubSmartRetryCache{}
+	account := &Account{
+		ID:       14,
+		Name:     "acc-14",
+		Type:     AccountTypeOAuth,
+		Platform: PlatformAntigravity,
+	}
+
+	// 15s >= 7s 阈值 → 走长延迟路径
+	respBody := []byte(`{
+		"error": {
+			"status": "RESOURCE_EXHAUSTED",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "claude-sonnet-4-5"}, "reason": "RATE_LIMIT_EXCEEDED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "15s"}
+			]
+		}
+	}`)
+	resp := &http.Response{
+		StatusCode: http.StatusTooManyRequests,
+		Header:     http.Header{},
+		Body:       io.NopCloser(bytes.NewReader(respBody)),
+	}
+
+	params := antigravityRetryLoopParams{
+		ctx:             context.Background(),
+		prefix:          "[test]",
+		account:         account,
+		accessToken:     "token",
+		action:          "generateContent",
+		body:            []byte(`{"input":"test"}`),
+		accountRepo:     repo,
+		isStickySession: true,
+		groupID:         42,
+		sessionHash:     "sticky-hash-long-delay",
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+			return nil
+		},
+	}
+
+	availableURLs := []string{"https://ag-1.test"}
+
+	svc := &AntigravityGatewayService{cache: cache}
+	result := svc.handleSmartRetry(params, resp, respBody, "https://ag-1.test", 0, availableURLs)
+
+	require.NotNil(t, result)
+	require.Equal(t, smartRetryActionBreakWithResp, result.action)
+	require.NotNil(t, result.switchError)
+	require.True(t, result.switchError.IsStickySession)
+
+	// 长延迟路径不在 handleSmartRetry 中调用 DeleteSessionAccountID
+	// （由上游 handler 的 shouldClearStickySession 处理）
+	require.Len(t, cache.deleteCalls, 0,
+		"long delay path should NOT call DeleteSessionAccountID in handleSmartRetry (handled by handler layer)")
+}
+
+// TestHandleSmartRetry_ShortDelay_NetworkError_StickySession_ClearsSession
+// 网络错误耗尽重试 + 粘性会话 → 也应清除粘性绑定
+func TestHandleSmartRetry_ShortDelay_NetworkError_StickySession_ClearsSession(t *testing.T) {
+	upstream := &mockSmartRetryUpstream{
+		responses: []*http.Response{nil}, // 网络错误
+		errors:    []error{nil},
+	}
+
+	repo := &stubAntigravityAccountRepo{}
+	cache := &stubSmartRetryCache{}
+	account := &Account{
+		ID:       15,
+		Name:     "acc-15",
+		Type:     AccountTypeOAuth,
+		Platform: PlatformAntigravity,
+	}
+
+	respBody := []byte(`{
+		"error": {
+			"status": "RESOURCE_EXHAUSTED",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "gemini-3-flash"}, "reason": "RATE_LIMIT_EXCEEDED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.1s"}
+			]
+		}
+	}`)
+	resp := &http.Response{
+		StatusCode: http.StatusTooManyRequests,
+		Header:     http.Header{},
+		Body:       io.NopCloser(bytes.NewReader(respBody)),
+	}
+
+	params := antigravityRetryLoopParams{
+		ctx:             context.Background(),
+		prefix:          "[test]",
+		account:         account,
+		accessToken:     "token",
+		action:          "generateContent",
+		body:            []byte(`{"input":"test"}`),
+		httpUpstream:    upstream,
+		accountRepo:     repo,
+		isStickySession: true,
+		groupID:         99,
+		sessionHash:     "sticky-net-error",
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+			return nil
+		},
+	}
+
+	availableURLs := []string{"https://ag-1.test"}
+
+	svc := &AntigravityGatewayService{cache: cache}
+	result := svc.handleSmartRetry(params, resp, respBody, "https://ag-1.test", 0, availableURLs)
+
+	require.NotNil(t, result)
+	require.NotNil(t, result.switchError)
+	require.True(t, result.switchError.IsStickySession)
+
+	// 核心断言：网络错误耗尽重试后也应清除粘性绑定
+	require.Len(t, cache.deleteCalls, 1, "should call DeleteSessionAccountID after network error exhausts retry")
+	require.Equal(t, int64(99), cache.deleteCalls[0].groupID)
+	require.Equal(t, "sticky-net-error", cache.deleteCalls[0].sessionHash)
+}
+
+// TestHandleSmartRetry_ShortDelay_503_StickySession_FailedRetry_ClearsSession
+// 429 + 短延迟 + 粘性会话 + 重试失败 → 清除粘性绑定
+func TestHandleSmartRetry_ShortDelay_503_StickySession_FailedRetry_ClearsSession(t *testing.T) {
+	failRespBody := `{
+		"error": {
+			"code": 429,
+			"status": "RESOURCE_EXHAUSTED",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "gemini-3-pro"}, "reason": "RATE_LIMIT_EXCEEDED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.5s"}
+			]
+		}
+	}`
+	failResp := &http.Response{
+		StatusCode: http.StatusTooManyRequests,
+		Header:     http.Header{},
+		Body:       io.NopCloser(strings.NewReader(failRespBody)),
+	}
+	upstream := &mockSmartRetryUpstream{
+		responses: []*http.Response{failResp},
+		errors:    []error{nil},
+	}
+
+	repo := &stubAntigravityAccountRepo{}
+	cache := &stubSmartRetryCache{}
+	account := &Account{
+		ID:       16,
+		Name:     "acc-16",
+		Type:     AccountTypeOAuth,
+		Platform: PlatformAntigravity,
+	}
+
+	respBody := []byte(`{
+		"error": {
+			"code": 429,
+			"status": "RESOURCE_EXHAUSTED",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "gemini-3-pro"}, "reason": "RATE_LIMIT_EXCEEDED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.5s"}
+			]
+		}
+	}`)
+	resp := &http.Response{
+		StatusCode: http.StatusTooManyRequests,
+		Header:     http.Header{},
+		Body:       io.NopCloser(bytes.NewReader(respBody)),
+	}
+
+	params := antigravityRetryLoopParams{
+		ctx:             context.Background(),
+		prefix:          "[test]",
+		account:         account,
+		accessToken:     "token",
+		action:          "generateContent",
+		body:            []byte(`{"input":"test"}`),
+		httpUpstream:    upstream,
+		accountRepo:     repo,
+		isStickySession: true,
+		groupID:         77,
+		sessionHash:     "sticky-503-short",
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+			return nil
+		},
+	}
+
+	availableURLs := []string{"https://ag-1.test"}
+
+	svc := &AntigravityGatewayService{cache: cache}
+	result := svc.handleSmartRetry(params, resp, respBody, "https://ag-1.test", 0, availableURLs)
+
+	require.NotNil(t, result)
+	require.NotNil(t, result.switchError)
+	require.True(t, result.switchError.IsStickySession)
+
+	// 验证粘性绑定被清除
+	require.Len(t, cache.deleteCalls, 1)
+	require.Equal(t, int64(77), cache.deleteCalls[0].groupID)
+	require.Equal(t, "sticky-503-short", cache.deleteCalls[0].sessionHash)
+
+	// 验证模型限流已设置
+	require.Len(t, repo.modelRateLimitCalls, 1)
+	require.Equal(t, "gemini-3-pro", repo.modelRateLimitCalls[0].modelKey)
+}
+
+// TestAntigravityRetryLoop_SmartRetryFailed_StickySession_SwitchErrorPropagates
+// 集成测试：antigravityRetryLoop → handleSmartRetry → switchError 传播
+// 验证 IsStickySession 正确传递到上层，且粘性绑定被清除
+func TestAntigravityRetryLoop_SmartRetryFailed_StickySession_SwitchErrorPropagates(t *testing.T) {
+	// 初始 429 响应
+	initialRespBody := []byte(`{
+		"error": {
+			"status": "RESOURCE_EXHAUSTED",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "claude-opus-4-6"}, "reason": "RATE_LIMIT_EXCEEDED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.1s"}
+			]
+		}
+	}`)
+	initialResp := &http.Response{
+		StatusCode: http.StatusTooManyRequests,
+		Header:     http.Header{},
+		Body:       io.NopCloser(bytes.NewReader(initialRespBody)),
+	}
+
+	// 智能重试也返回 429
+	retryRespBody := `{
+		"error": {
+			"status": "RESOURCE_EXHAUSTED",
+			"details": [
+				{"@type": "type.googleapis.com/google.rpc.ErrorInfo", "metadata": {"model": "claude-opus-4-6"}, "reason": "RATE_LIMIT_EXCEEDED"},
+				{"@type": "type.googleapis.com/google.rpc.RetryInfo", "retryDelay": "0.1s"}
+			]
+		}
+	}`
+	retryResp := &http.Response{
+		StatusCode: http.StatusTooManyRequests,
+		Header:     http.Header{},
+		Body:       io.NopCloser(strings.NewReader(retryRespBody)),
+	}
+
+	upstream := &mockSmartRetryUpstream{
+		responses: []*http.Response{initialResp, retryResp},
+		errors:    []error{nil, nil},
+	}
+
+	repo := &stubAntigravityAccountRepo{}
+	cache := &stubSmartRetryCache{}
+	account := &Account{
+		ID:          17,
+		Name:        "acc-17",
+		Type:        AccountTypeOAuth,
+		Platform:    PlatformAntigravity,
+		Schedulable: true,
+		Status:      StatusActive,
+		Concurrency: 1,
+	}
+
+	svc := &AntigravityGatewayService{cache: cache}
+	result, err := svc.antigravityRetryLoop(antigravityRetryLoopParams{
+		ctx:             context.Background(),
+		prefix:          "[test]",
+		account:         account,
+		accessToken:     "token",
+		action:          "generateContent",
+		body:            []byte(`{"input":"test"}`),
+		httpUpstream:    upstream,
+		accountRepo:     repo,
+		isStickySession: true,
+		groupID:         55,
+		sessionHash:     "sticky-loop-test",
+		handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+			return nil
+		},
+	})
+
+	require.Nil(t, result, "should not return result when switchError")
+	require.NotNil(t, err, "should return error")
+
+	var switchErr *AntigravityAccountSwitchError
+	require.ErrorAs(t, err, &switchErr, "error should be AntigravityAccountSwitchError")
+	require.Equal(t, account.ID, switchErr.OriginalAccountID)
+	require.Equal(t, "claude-opus-4-6", switchErr.RateLimitedModel)
+	require.True(t, switchErr.IsStickySession, "IsStickySession must propagate through retryLoop")
+
+	// 验证粘性绑定被清除
+	require.Len(t, cache.deleteCalls, 1, "should clear sticky session in handleSmartRetry")
+	require.Equal(t, int64(55), cache.deleteCalls[0].groupID)
+	require.Equal(t, "sticky-loop-test", cache.deleteCalls[0].sessionHash)
+}

backend/internal/service/antigravity_token_provider.go

@@ -7,12 +7,14 @@ import (
 	"log/slog"
 	"strconv"
 	"strings"
+	"sync"
 	"time"
 )
 
 const (
 	antigravityTokenRefreshSkew = 3 * time.Minute
 	antigravityTokenCacheSkew   = 5 * time.Minute
+	antigravityBackfillCooldown = 5 * time.Minute
 )
 
 // AntigravityTokenCache Token 缓存接口（复用 GeminiTokenCache 接口定义）
@@ -23,6 +25,7 @@ type AntigravityTokenProvider struct {
 	accountRepo             AccountRepository
 	tokenCache              AntigravityTokenCache
 	antigravityOAuthService *AntigravityOAuthService
+	backfillCooldown        sync.Map // key: int64 (account.ID) → value: time.Time
 }
 
 func NewAntigravityTokenProvider(
@@ -93,13 +96,7 @@ func (p *AntigravityTokenProvider) GetAccessToken(ctx context.Context, account *
 				if err != nil {
 					return "", err
 				}
-				newCredentials := p.antigravityOAuthService.BuildAccountCredentials(tokenInfo)
-				for k, v := range account.Credentials {
-					if _, exists := newCredentials[k]; !exists {
-						newCredentials[k] = v
-					}
-				}
-				account.Credentials = newCredentials
+				p.mergeCredentials(account, tokenInfo)
 				if updateErr := p.accountRepo.Update(ctx, account); updateErr != nil {
 					log.Printf("[AntigravityTokenProvider] Failed to update account credentials: %v", updateErr)
 				}
@@ -113,6 +110,21 @@ func (p *AntigravityTokenProvider) GetAccessToken(ctx context.Context, account *
 		return "", errors.New("access_token not found in credentials")
 	}
 
+	// 如果账号还没有 project_id，尝试在线补齐，避免请求 daily/sandbox 时出现
+	// "Invalid project resource name projects/"。
+	// 仅调用 loadProjectIDWithRetry，不刷新 OAuth token；带冷却机制防止频繁重试。
+	if strings.TrimSpace(account.GetCredential("project_id")) == "" && p.antigravityOAuthService != nil {
+		if p.shouldAttemptBackfill(account.ID) {
+			p.markBackfillAttempted(account.ID)
+			if projectID, err := p.antigravityOAuthService.FillProjectID(ctx, account, accessToken); err == nil && projectID != "" {
+				account.Credentials["project_id"] = projectID
+				if updateErr := p.accountRepo.Update(ctx, account); updateErr != nil {
+					log.Printf("[AntigravityTokenProvider] project_id 补齐持久化失败: %v", updateErr)
+				}
+			}
+		}
+	}
+
 	// 3. 存入缓存（验证版本后再写入，避免异步刷新任务与请求线程的竞态条件）
 	if p.tokenCache != nil {
 		latestAccount, isStale := CheckTokenVersion(ctx, account, p.accountRepo)
@@ -144,6 +156,31 @@ func (p *AntigravityTokenProvider) GetAccessToken(ctx context.Context, account *
 	return accessToken, nil
 }
 
+// mergeCredentials 将 tokenInfo 构建的凭证合并到 account 中，保留原有未覆盖的字段
+func (p *AntigravityTokenProvider) mergeCredentials(account *Account, tokenInfo *AntigravityTokenInfo) {
+	newCredentials := p.antigravityOAuthService.BuildAccountCredentials(tokenInfo)
+	for k, v := range account.Credentials {
+		if _, exists := newCredentials[k]; !exists {
+			newCredentials[k] = v
+		}
+	}
+	account.Credentials = newCredentials
+}
+
+// shouldAttemptBackfill 检查是否应该尝试补齐 project_id（冷却期内不重复尝试）
+func (p *AntigravityTokenProvider) shouldAttemptBackfill(accountID int64) bool {
+	if v, ok := p.backfillCooldown.Load(accountID); ok {
+		if lastAttempt, ok := v.(time.Time); ok {
+			return time.Since(lastAttempt) > antigravityBackfillCooldown
+		}
+	}
+	return true
+}
+
+func (p *AntigravityTokenProvider) markBackfillAttempted(accountID int64) {
+	p.backfillCooldown.Store(accountID, time.Now())
+}
+
 func AntigravityTokenCacheKey(account *Account) string {
 	projectID := strings.TrimSpace(account.GetCredential("project_id"))
 	if projectID != "" {

backend/internal/service/billing_service.go

@@ -31,8 +31,8 @@ type ModelPricing struct {
 	OutputPricePerToken        float64 // 每token输出价格 (USD)
 	CacheCreationPricePerToken float64 // 缓存创建每token价格 (USD)
 	CacheReadPricePerToken     float64 // 缓存读取每token价格 (USD)
-	CacheCreation5mPrice       float64 // 5分钟缓存创建价格（每百万token）- 仅用于硬编码回退
-	CacheCreation1hPrice       float64 // 1小时缓存创建价格（每百万token）- 仅用于硬编码回退
+	CacheCreation5mPrice       float64 // 5分钟缓存创建每token价格 (USD)
+	CacheCreation1hPrice       float64 // 1小时缓存创建每token价格 (USD)
 	SupportsCacheBreakdown     bool    // 是否支持详细的缓存分类
 }
 
@@ -172,12 +172,20 @@ func (s *BillingService) GetModelPricing(model string) (*ModelPricing, error) {
 	if s.pricingService != nil {
 		litellmPricing := s.pricingService.GetModelPricing(model)
 		if litellmPricing != nil {
+			// 启用 5m/1h 分类计费的条件：
+			// 1. 存在 1h 价格
+			// 2. 1h 价格 > 5m 价格（防止 LiteLLM 数据错误导致少收费）
+			price5m := litellmPricing.CacheCreationInputTokenCost
+			price1h := litellmPricing.CacheCreationInputTokenCostAbove1hr
+			enableBreakdown := price1h > 0 && price1h > price5m
 			return &ModelPricing{
 				InputPricePerToken:         litellmPricing.InputCostPerToken,
 				OutputPricePerToken:        litellmPricing.OutputCostPerToken,
 				CacheCreationPricePerToken: litellmPricing.CacheCreationInputTokenCost,
 				CacheReadPricePerToken:     litellmPricing.CacheReadInputTokenCost,
-				SupportsCacheBreakdown:     false,
+				CacheCreation5mPrice:       price5m,
+				CacheCreation1hPrice:       price1h,
+				SupportsCacheBreakdown:     enableBreakdown,
 			}, nil
 		}
 	}
@@ -209,9 +217,14 @@ func (s *BillingService) CalculateCost(model string, tokens UsageTokens, rateMul
 
 	// 计算缓存费用
 	if pricing.SupportsCacheBreakdown && (pricing.CacheCreation5mPrice > 0 || pricing.CacheCreation1hPrice > 0) {
-		// 支持详细缓存分类的模型（5分钟/1小时缓存）
-		breakdown.CacheCreationCost = float64(tokens.CacheCreation5mTokens)/1_000_000*pricing.CacheCreation5mPrice +
-			float64(tokens.CacheCreation1hTokens)/1_000_000*pricing.CacheCreation1hPrice
+		// 支持详细缓存分类的模型（5分钟/1小时缓存，价格为 per-token）
+		if tokens.CacheCreation5mTokens == 0 && tokens.CacheCreation1hTokens == 0 && tokens.CacheCreationTokens > 0 {
+			// API 未返回 ephemeral 明细，回退到全部按 5m 单价计费
+			breakdown.CacheCreationCost = float64(tokens.CacheCreationTokens) * pricing.CacheCreation5mPrice
+		} else {
+			breakdown.CacheCreationCost = float64(tokens.CacheCreation5mTokens)*pricing.CacheCreation5mPrice +
+				float64(tokens.CacheCreation1hTokens)*pricing.CacheCreation1hPrice
+		}
 	} else {
 		// 标准缓存创建价格（per-token）
 		breakdown.CacheCreationCost = float64(tokens.CacheCreationTokens) * pricing.CacheCreationPricePerToken
@@ -280,10 +293,12 @@ func (s *BillingService) CalculateCostWithLongContext(model string, tokens Usage
 
 	// 范围内部分：正常计费
 	inRangeTokens := UsageTokens{
-		InputTokens:         inRangeInputTokens,
-		OutputTokens:        tokens.OutputTokens, // 输出只算一次
-		CacheCreationTokens: tokens.CacheCreationTokens,
-		CacheReadTokens:     inRangeCacheTokens,
+		InputTokens:           inRangeInputTokens,
+		OutputTokens:          tokens.OutputTokens, // 输出只算一次
+		CacheCreationTokens:   tokens.CacheCreationTokens,
+		CacheReadTokens:       inRangeCacheTokens,
+		CacheCreation5mTokens: tokens.CacheCreation5mTokens,
+		CacheCreation1hTokens: tokens.CacheCreation1hTokens,
 	}
 	inRangeCost, err := s.CalculateCost(model, inRangeTokens, rateMultiplier)
 	if err != nil {

backend/internal/service/crs_sync_helpers_test.go

@@ -0,0 +1,112 @@
+package service
+
+import (
+	"testing"
+)
+
+func TestBuildSelectedSet(t *testing.T) {
+	tests := []struct {
+		name     string
+		ids      []string
+		wantNil  bool
+		wantSize int
+	}{
+		{
+			name:    "nil input returns nil (backward compatible: create all)",
+			ids:     nil,
+			wantNil: true,
+		},
+		{
+			name:     "empty slice returns empty map (create none)",
+			ids:      []string{},
+			wantNil:  false,
+			wantSize: 0,
+		},
+		{
+			name:     "single ID",
+			ids:      []string{"abc-123"},
+			wantNil:  false,
+			wantSize: 1,
+		},
+		{
+			name:     "multiple IDs",
+			ids:      []string{"a", "b", "c"},
+			wantNil:  false,
+			wantSize: 3,
+		},
+		{
+			name:     "duplicate IDs are deduplicated",
+			ids:      []string{"a", "a", "b"},
+			wantNil:  false,
+			wantSize: 2,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			got := buildSelectedSet(tt.ids)
+			if tt.wantNil {
+				if got != nil {
+					t.Errorf("buildSelectedSet(%v) = %v, want nil", tt.ids, got)
+				}
+				return
+			}
+			if got == nil {
+				t.Fatalf("buildSelectedSet(%v) = nil, want non-nil map", tt.ids)
+			}
+			if len(got) != tt.wantSize {
+				t.Errorf("buildSelectedSet(%v) has %d entries, want %d", tt.ids, len(got), tt.wantSize)
+			}
+			// Verify all unique IDs are present
+			for _, id := range tt.ids {
+				if _, ok := got[id]; !ok {
+					t.Errorf("buildSelectedSet(%v) missing key %q", tt.ids, id)
+				}
+			}
+		})
+	}
+}
+
+func TestShouldCreateAccount(t *testing.T) {
+	tests := []struct {
+		name        string
+		crsID       string
+		selectedSet map[string]struct{}
+		want        bool
+	}{
+		{
+			name:        "nil set allows all (backward compatible)",
+			crsID:       "any-id",
+			selectedSet: nil,
+			want:        true,
+		},
+		{
+			name:        "empty set blocks all",
+			crsID:       "any-id",
+			selectedSet: map[string]struct{}{},
+			want:        false,
+		},
+		{
+			name:        "ID in set is allowed",
+			crsID:       "abc-123",
+			selectedSet: map[string]struct{}{"abc-123": {}, "def-456": {}},
+			want:        true,
+		},
+		{
+			name:        "ID not in set is blocked",
+			crsID:       "xyz-789",
+			selectedSet: map[string]struct{}{"abc-123": {}, "def-456": {}},
+			want:        false,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			got := shouldCreateAccount(tt.crsID, tt.selectedSet)
+			if got != tt.want {
+				t.Errorf("shouldCreateAccount(%q, %v) = %v, want %v",
+					tt.crsID, tt.selectedSet, got, tt.want)
+			}
+		})
+	}
+}

backend/internal/service/crs_sync_service.go

@@ -45,10 +45,11 @@ func NewCRSSyncService(
 }
 
 type SyncFromCRSInput struct {
-	BaseURL     string
-	Username    string
-	Password    string
-	SyncProxies bool
+	BaseURL            string
+	Username           string
+	Password           string
+	SyncProxies        bool
+	SelectedAccountIDs []string // if non-empty, only create new accounts with these CRS IDs
 }
 
 type SyncFromCRSItemResult struct {
@@ -190,25 +191,27 @@ type crsGeminiAPIKeyAccount struct {
 	Extra       map[string]any `json:"extra"`
 }
 
-func (s *CRSSyncService) SyncFromCRS(ctx context.Context, input SyncFromCRSInput) (*SyncFromCRSResult, error) {
+// fetchCRSExport validates the connection parameters, authenticates with CRS,
+// and returns the exported accounts. Shared by SyncFromCRS and PreviewFromCRS.
+func (s *CRSSyncService) fetchCRSExport(ctx context.Context, baseURL, username, password string) (*crsExportResponse, error) {
 	if s.cfg == nil {
 		return nil, errors.New("config is not available")
 	}
-	baseURL := strings.TrimSpace(input.BaseURL)
+	normalizedURL := strings.TrimSpace(baseURL)
 	if s.cfg.Security.URLAllowlist.Enabled {
-		normalized, err := normalizeBaseURL(baseURL, s.cfg.Security.URLAllowlist.CRSHosts, s.cfg.Security.URLAllowlist.AllowPrivateHosts)
+		normalized, err := normalizeBaseURL(normalizedURL, s.cfg.Security.URLAllowlist.CRSHosts, s.cfg.Security.URLAllowlist.AllowPrivateHosts)
 		if err != nil {
 			return nil, err
 		}
-		baseURL = normalized
+		normalizedURL = normalized
 	} else {
-		normalized, err := urlvalidator.ValidateURLFormat(baseURL, s.cfg.Security.URLAllowlist.AllowInsecureHTTP)
+		normalized, err := urlvalidator.ValidateURLFormat(normalizedURL, s.cfg.Security.URLAllowlist.AllowInsecureHTTP)
 		if err != nil {
 			return nil, fmt.Errorf("invalid base_url: %w", err)
 		}
-		baseURL = normalized
+		normalizedURL = normalized
 	}
-	if strings.TrimSpace(input.Username) == "" || strings.TrimSpace(input.Password) == "" {
+	if strings.TrimSpace(username) == "" || strings.TrimSpace(password) == "" {
 		return nil, errors.New("username and password are required")
 	}
 
@@ -221,12 +224,16 @@ func (s *CRSSyncService) SyncFromCRS(ctx context.Context, input SyncFromCRSInput
 		client = &http.Client{Timeout: 20 * time.Second}
 	}
 
-	adminToken, err := crsLogin(ctx, client, baseURL, input.Username, input.Password)
+	adminToken, err := crsLogin(ctx, client, normalizedURL, username, password)
 	if err != nil {
 		return nil, err
 	}
 
-	exported, err := crsExportAccounts(ctx, client, baseURL, adminToken)
+	return crsExportAccounts(ctx, client, normalizedURL, adminToken)
+}
+
+func (s *CRSSyncService) SyncFromCRS(ctx context.Context, input SyncFromCRSInput) (*SyncFromCRSResult, error) {
+	exported, err := s.fetchCRSExport(ctx, input.BaseURL, input.Username, input.Password)
 	if err != nil {
 		return nil, err
 	}
@@ -241,6 +248,8 @@ func (s *CRSSyncService) SyncFromCRS(ctx context.Context, input SyncFromCRSInput
 		),
 	}
 
+	selectedSet := buildSelectedSet(input.SelectedAccountIDs)
+
 	var proxies []Proxy
 	if input.SyncProxies {
 		proxies, _ = s.proxyRepo.ListActive(ctx)
@@ -329,6 +338,13 @@ func (s *CRSSyncService) SyncFromCRS(ctx context.Context, input SyncFromCRSInput
 		}
 
 		if existing == nil {
+			if !shouldCreateAccount(src.ID, selectedSet) {
+				item.Action = "skipped"
+				item.Error = "not selected"
+				result.Skipped++
+				result.Items = append(result.Items, item)
+				continue
+			}
 			account := &Account{
 				Name:        defaultName(src.Name, src.ID),
 				Platform:    PlatformAnthropic,
@@ -446,6 +462,13 @@ func (s *CRSSyncService) SyncFromCRS(ctx context.Context, input SyncFromCRSInput
 		}
 
 		if existing == nil {
+			if !shouldCreateAccount(src.ID, selectedSet) {
+				item.Action = "skipped"
+				item.Error = "not selected"
+				result.Skipped++
+				result.Items = append(result.Items, item)
+				continue
+			}
 			account := &Account{
 				Name:        defaultName(src.Name, src.ID),
 				Platform:    PlatformAnthropic,
@@ -569,6 +592,13 @@ func (s *CRSSyncService) SyncFromCRS(ctx context.Context, input SyncFromCRSInput
 		}
 
 		if existing == nil {
+			if !shouldCreateAccount(src.ID, selectedSet) {
+				item.Action = "skipped"
+				item.Error = "not selected"
+				result.Skipped++
+				result.Items = append(result.Items, item)
+				continue
+			}
 			account := &Account{
 				Name:        defaultName(src.Name, src.ID),
 				Platform:    PlatformOpenAI,
@@ -690,6 +720,13 @@ func (s *CRSSyncService) SyncFromCRS(ctx context.Context, input SyncFromCRSInput
 		}
 
 		if existing == nil {
+			if !shouldCreateAccount(src.ID, selectedSet) {
+				item.Action = "skipped"
+				item.Error = "not selected"
+				result.Skipped++
+				result.Items = append(result.Items, item)
+				continue
+			}
 			account := &Account{
 				Name:        defaultName(src.Name, src.ID),
 				Platform:    PlatformOpenAI,
@@ -798,6 +835,13 @@ func (s *CRSSyncService) SyncFromCRS(ctx context.Context, input SyncFromCRSInput
 		}
 
 		if existing == nil {
+			if !shouldCreateAccount(src.ID, selectedSet) {
+				item.Action = "skipped"
+				item.Error = "not selected"
+				result.Skipped++
+				result.Items = append(result.Items, item)
+				continue
+			}
 			account := &Account{
 				Name:        defaultName(src.Name, src.ID),
 				Platform:    PlatformGemini,
@@ -909,6 +953,13 @@ func (s *CRSSyncService) SyncFromCRS(ctx context.Context, input SyncFromCRSInput
 		}
 
 		if existing == nil {
+			if !shouldCreateAccount(src.ID, selectedSet) {
+				item.Action = "skipped"
+				item.Error = "not selected"
+				result.Skipped++
+				result.Items = append(result.Items, item)
+				continue
+			}
 			account := &Account{
 				Name:        defaultName(src.Name, src.ID),
 				Platform:    PlatformGemini,
@@ -1253,3 +1304,102 @@ func (s *CRSSyncService) refreshOAuthToken(ctx context.Context, account *Account
 
 	return newCredentials
 }
+
+// buildSelectedSet converts a slice of selected CRS account IDs to a set for O(1) lookup.
+// Returns nil if ids is nil (field not sent → backward compatible: create all).
+// Returns an empty map if ids is non-nil but empty (user selected none → create none).
+func buildSelectedSet(ids []string) map[string]struct{} {
+	if ids == nil {
+		return nil
+	}
+	set := make(map[string]struct{}, len(ids))
+	for _, id := range ids {
+		set[id] = struct{}{}
+	}
+	return set
+}
+
+// shouldCreateAccount checks if a new CRS account should be created based on user selection.
+// Returns true if selectedSet is nil (backward compatible: create all) or if crsID is in the set.
+func shouldCreateAccount(crsID string, selectedSet map[string]struct{}) bool {
+	if selectedSet == nil {
+		return true
+	}
+	_, ok := selectedSet[crsID]
+	return ok
+}
+
+// PreviewFromCRSResult contains the preview of accounts from CRS before sync.
+type PreviewFromCRSResult struct {
+	NewAccounts      []CRSPreviewAccount `json:"new_accounts"`
+	ExistingAccounts []CRSPreviewAccount `json:"existing_accounts"`
+}
+
+// CRSPreviewAccount represents a single account in the preview result.
+type CRSPreviewAccount struct {
+	CRSAccountID string `json:"crs_account_id"`
+	Kind         string `json:"kind"`
+	Name         string `json:"name"`
+	Platform     string `json:"platform"`
+	Type         string `json:"type"`
+}
+
+// PreviewFromCRS connects to CRS, fetches all accounts, and classifies them
+// as new or existing by batch-querying local crs_account_id mappings.
+func (s *CRSSyncService) PreviewFromCRS(ctx context.Context, input SyncFromCRSInput) (*PreviewFromCRSResult, error) {
+	exported, err := s.fetchCRSExport(ctx, input.BaseURL, input.Username, input.Password)
+	if err != nil {
+		return nil, err
+	}
+
+	// Batch query all existing CRS account IDs
+	existingCRSIDs, err := s.accountRepo.ListCRSAccountIDs(ctx)
+	if err != nil {
+		return nil, fmt.Errorf("failed to list existing CRS accounts: %w", err)
+	}
+
+	result := &PreviewFromCRSResult{
+		NewAccounts:      make([]CRSPreviewAccount, 0),
+		ExistingAccounts: make([]CRSPreviewAccount, 0),
+	}
+
+	classify := func(crsID, kind, name, platform, accountType string) {
+		preview := CRSPreviewAccount{
+			CRSAccountID: crsID,
+			Kind:         kind,
+			Name:         defaultName(name, crsID),
+			Platform:     platform,
+			Type:         accountType,
+		}
+		if _, exists := existingCRSIDs[crsID]; exists {
+			result.ExistingAccounts = append(result.ExistingAccounts, preview)
+		} else {
+			result.NewAccounts = append(result.NewAccounts, preview)
+		}
+	}
+
+	for _, src := range exported.Data.ClaudeAccounts {
+		authType := strings.TrimSpace(src.AuthType)
+		if authType == "" {
+			authType = AccountTypeOAuth
+		}
+		classify(src.ID, src.Kind, src.Name, PlatformAnthropic, authType)
+	}
+	for _, src := range exported.Data.ClaudeConsoleAccounts {
+		classify(src.ID, src.Kind, src.Name, PlatformAnthropic, AccountTypeAPIKey)
+	}
+	for _, src := range exported.Data.OpenAIOAuthAccounts {
+		classify(src.ID, src.Kind, src.Name, PlatformOpenAI, AccountTypeOAuth)
+	}
+	for _, src := range exported.Data.OpenAIResponsesAccounts {
+		classify(src.ID, src.Kind, src.Name, PlatformOpenAI, AccountTypeAPIKey)
+	}
+	for _, src := range exported.Data.GeminiOAuthAccounts {
+		classify(src.ID, src.Kind, src.Name, PlatformGemini, AccountTypeOAuth)
+	}
+	for _, src := range exported.Data.GeminiAPIKeyAccounts {
+		classify(src.ID, src.Kind, src.Name, PlatformGemini, AccountTypeAPIKey)
+	}
+
+	return result, nil
+}

backend/internal/service/digest_session_store.go

@@ -0,0 +1,69 @@
+package service
+
+import (
+	"strconv"
+	"strings"
+	"time"
+
+	gocache "github.com/patrickmn/go-cache"
+)
+
+// digestSessionTTL 摘要会话默认 TTL
+const digestSessionTTL = 5 * time.Minute
+
+// sessionEntry flat cache 条目
+type sessionEntry struct {
+	uuid      string
+	accountID int64
+}
+
+// DigestSessionStore 内存摘要会话存储（flat cache 实现）
+// key: "{groupID}:{prefixHash}|{digestChain}" → *sessionEntry
+type DigestSessionStore struct {
+	cache *gocache.Cache
+}
+
+// NewDigestSessionStore 创建内存摘要会话存储
+func NewDigestSessionStore() *DigestSessionStore {
+	return &DigestSessionStore{
+		cache: gocache.New(digestSessionTTL, time.Minute),
+	}
+}
+
+// Save 保存摘要会话。oldDigestChain 为 Find 返回的 matchedChain，用于删旧 key。
+func (s *DigestSessionStore) Save(groupID int64, prefixHash, digestChain, uuid string, accountID int64, oldDigestChain string) {
+	if digestChain == "" {
+		return
+	}
+	ns := buildNS(groupID, prefixHash)
+	s.cache.Set(ns+digestChain, &sessionEntry{uuid: uuid, accountID: accountID}, gocache.DefaultExpiration)
+	if oldDigestChain != "" && oldDigestChain != digestChain {
+		s.cache.Delete(ns + oldDigestChain)
+	}
+}
+
+// Find 查找摘要会话，从完整 chain 逐段截断，返回最长匹配及对应 matchedChain。
+func (s *DigestSessionStore) Find(groupID int64, prefixHash, digestChain string) (uuid string, accountID int64, matchedChain string, found bool) {
+	if digestChain == "" {
+		return "", 0, "", false
+	}
+	ns := buildNS(groupID, prefixHash)
+	chain := digestChain
+	for {
+		if val, ok := s.cache.Get(ns + chain); ok {
+			if e, ok := val.(*sessionEntry); ok {
+				return e.uuid, e.accountID, chain, true
+			}
+		}
+		i := strings.LastIndex(chain, "-")
+		if i < 0 {
+			return "", 0, "", false
+		}
+		chain = chain[:i]
+	}
+}
+
+// buildNS 构建 namespace 前缀
+func buildNS(groupID int64, prefixHash string) string {
+	return strconv.FormatInt(groupID, 10) + ":" + prefixHash + "|"
+}

backend/internal/service/digest_session_store_test.go

@@ -0,0 +1,312 @@
+//go:build unit
+
+package service
+
+import (
+	"fmt"
+	"sync"
+	"testing"
+	"time"
+
+	gocache "github.com/patrickmn/go-cache"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestDigestSessionStore_SaveAndFind(t *testing.T) {
+	store := NewDigestSessionStore()
+
+	store.Save(1, "prefix", "s:a1-u:b2-m:c3", "uuid-1", 100, "")
+
+	uuid, accountID, _, found := store.Find(1, "prefix", "s:a1-u:b2-m:c3")
+	require.True(t, found)
+	assert.Equal(t, "uuid-1", uuid)
+	assert.Equal(t, int64(100), accountID)
+}
+
+func TestDigestSessionStore_PrefixMatch(t *testing.T) {
+	store := NewDigestSessionStore()
+
+	// 保存短链
+	store.Save(1, "prefix", "u:a-m:b", "uuid-short", 10, "")
+
+	// 用长链查找，应前缀匹配到短链
+	uuid, accountID, matchedChain, found := store.Find(1, "prefix", "u:a-m:b-u:c-m:d")
+	require.True(t, found)
+	assert.Equal(t, "uuid-short", uuid)
+	assert.Equal(t, int64(10), accountID)
+	assert.Equal(t, "u:a-m:b", matchedChain)
+}
+
+func TestDigestSessionStore_LongestPrefixMatch(t *testing.T) {
+	store := NewDigestSessionStore()
+
+	store.Save(1, "prefix", "u:a", "uuid-1", 1, "")
+	store.Save(1, "prefix", "u:a-m:b", "uuid-2", 2, "")
+	store.Save(1, "prefix", "u:a-m:b-u:c", "uuid-3", 3, "")
+
+	// 应匹配最深的 "u:a-m:b-u:c"（从完整 chain 逐段截断，先命中最长的）
+	uuid, accountID, _, found := store.Find(1, "prefix", "u:a-m:b-u:c-m:d-u:e")
+	require.True(t, found)
+	assert.Equal(t, "uuid-3", uuid)
+	assert.Equal(t, int64(3), accountID)
+
+	// 查找中等长度，应匹配到 "u:a-m:b"
+	uuid, accountID, _, found = store.Find(1, "prefix", "u:a-m:b-u:x")
+	require.True(t, found)
+	assert.Equal(t, "uuid-2", uuid)
+	assert.Equal(t, int64(2), accountID)
+}
+
+func TestDigestSessionStore_SaveDeletesOldChain(t *testing.T) {
+	store := NewDigestSessionStore()
+
+	// 第一轮：保存 "u:a-m:b"
+	store.Save(1, "prefix", "u:a-m:b", "uuid-1", 100, "")
+
+	// 第二轮：同一 uuid 保存更长的链，传入旧 chain
+	store.Save(1, "prefix", "u:a-m:b-u:c-m:d", "uuid-1", 100, "u:a-m:b")
+
+	// 旧链 "u:a-m:b" 应已被删除
+	_, _, _, found := store.Find(1, "prefix", "u:a-m:b")
+	assert.False(t, found, "old chain should be deleted")
+
+	// 新链应能找到
+	uuid, accountID, _, found := store.Find(1, "prefix", "u:a-m:b-u:c-m:d")
+	require.True(t, found)
+	assert.Equal(t, "uuid-1", uuid)
+	assert.Equal(t, int64(100), accountID)
+}
+
+func TestDigestSessionStore_DifferentSessionsNoInterference(t *testing.T) {
+	store := NewDigestSessionStore()
+
+	// 相同系统提示词，不同用户提示词
+	store.Save(1, "prefix", "s:sys-u:user1", "uuid-1", 100, "")
+	store.Save(1, "prefix", "s:sys-u:user2", "uuid-2", 200, "")
+
+	uuid, accountID, _, found := store.Find(1, "prefix", "s:sys-u:user1-m:reply1")
+	require.True(t, found)
+	assert.Equal(t, "uuid-1", uuid)
+	assert.Equal(t, int64(100), accountID)
+
+	uuid, accountID, _, found = store.Find(1, "prefix", "s:sys-u:user2-m:reply2")
+	require.True(t, found)
+	assert.Equal(t, "uuid-2", uuid)
+	assert.Equal(t, int64(200), accountID)
+}
+
+func TestDigestSessionStore_NoMatch(t *testing.T) {
+	store := NewDigestSessionStore()
+
+	store.Save(1, "prefix", "u:a-m:b", "uuid-1", 100, "")
+
+	// 完全不同的 chain
+	_, _, _, found := store.Find(1, "prefix", "u:x-m:y")
+	assert.False(t, found)
+}
+
+func TestDigestSessionStore_DifferentPrefixHash(t *testing.T) {
+	store := NewDigestSessionStore()
+
+	store.Save(1, "prefix1", "u:a-m:b", "uuid-1", 100, "")
+
+	// 不同 prefixHash 应隔离
+	_, _, _, found := store.Find(1, "prefix2", "u:a-m:b")
+	assert.False(t, found)
+}
+
+func TestDigestSessionStore_DifferentGroupID(t *testing.T) {
+	store := NewDigestSessionStore()
+
+	store.Save(1, "prefix", "u:a-m:b", "uuid-1", 100, "")
+
+	// 不同 groupID 应隔离
+	_, _, _, found := store.Find(2, "prefix", "u:a-m:b")
+	assert.False(t, found)
+}
+
+func TestDigestSessionStore_EmptyDigestChain(t *testing.T) {
+	store := NewDigestSessionStore()
+
+	// 空链不应保存
+	store.Save(1, "prefix", "", "uuid-1", 100, "")
+	_, _, _, found := store.Find(1, "prefix", "")
+	assert.False(t, found)
+}
+
+func TestDigestSessionStore_TTLExpiration(t *testing.T) {
+	store := &DigestSessionStore{
+		cache: gocache.New(100*time.Millisecond, 50*time.Millisecond),
+	}
+
+	store.Save(1, "prefix", "u:a-m:b", "uuid-1", 100, "")
+
+	// 立即应该能找到
+	_, _, _, found := store.Find(1, "prefix", "u:a-m:b")
+	require.True(t, found)
+
+	// 等待过期 + 清理周期
+	time.Sleep(300 * time.Millisecond)
+
+	// 过期后应找不到
+	_, _, _, found = store.Find(1, "prefix", "u:a-m:b")
+	assert.False(t, found)
+}
+
+func TestDigestSessionStore_ConcurrentSafety(t *testing.T) {
+	store := NewDigestSessionStore()
+
+	var wg sync.WaitGroup
+	const goroutines = 50
+	const operations = 100
+
+	wg.Add(goroutines)
+	for g := 0; g < goroutines; g++ {
+		go func(id int) {
+			defer wg.Done()
+			prefix := fmt.Sprintf("prefix-%d", id%5)
+			for i := 0; i < operations; i++ {
+				chain := fmt.Sprintf("u:%d-m:%d", id, i)
+				uuid := fmt.Sprintf("uuid-%d-%d", id, i)
+				store.Save(1, prefix, chain, uuid, int64(id), "")
+				store.Find(1, prefix, chain)
+			}
+		}(g)
+	}
+	wg.Wait()
+}
+
+func TestDigestSessionStore_MultipleSessions(t *testing.T) {
+	store := NewDigestSessionStore()
+
+	sessions := []struct {
+		chain     string
+		uuid      string
+		accountID int64
+	}{
+		{"u:session1", "uuid-1", 1},
+		{"u:session2-m:reply2", "uuid-2", 2},
+		{"u:session3-m:reply3-u:msg3", "uuid-3", 3},
+	}
+
+	for _, sess := range sessions {
+		store.Save(1, "prefix", sess.chain, sess.uuid, sess.accountID, "")
+	}
+
+	// 验证每个会话都能正确查找
+	for _, sess := range sessions {
+		uuid, accountID, _, found := store.Find(1, "prefix", sess.chain)
+		require.True(t, found, "should find session: %s", sess.chain)
+		assert.Equal(t, sess.uuid, uuid)
+		assert.Equal(t, sess.accountID, accountID)
+	}
+
+	// 验证继续对话的场景
+	uuid, accountID, _, found := store.Find(1, "prefix", "u:session2-m:reply2-u:newmsg")
+	require.True(t, found)
+	assert.Equal(t, "uuid-2", uuid)
+	assert.Equal(t, int64(2), accountID)
+}
+
+func TestDigestSessionStore_Performance1000Sessions(t *testing.T) {
+	store := NewDigestSessionStore()
+
+	// 插入 1000 个会话
+	for i := 0; i < 1000; i++ {
+		chain := fmt.Sprintf("s:sys-u:user%d-m:reply%d", i, i)
+		store.Save(1, "prefix", chain, fmt.Sprintf("uuid-%d", i), int64(i), "")
+	}
+
+	// 查找性能测试
+	start := time.Now()
+	const lookups = 10000
+	for i := 0; i < lookups; i++ {
+		idx := i % 1000
+		chain := fmt.Sprintf("s:sys-u:user%d-m:reply%d-u:newmsg", idx, idx)
+		_, _, _, found := store.Find(1, "prefix", chain)
+		assert.True(t, found)
+	}
+	elapsed := time.Since(start)
+	t.Logf("%d lookups in %v (%.0f ns/op)", lookups, elapsed, float64(elapsed.Nanoseconds())/lookups)
+}
+
+func TestDigestSessionStore_FindReturnsMatchedChain(t *testing.T) {
+	store := NewDigestSessionStore()
+
+	store.Save(1, "prefix", "u:a-m:b-u:c", "uuid-1", 100, "")
+
+	// 精确匹配
+	_, _, matchedChain, found := store.Find(1, "prefix", "u:a-m:b-u:c")
+	require.True(t, found)
+	assert.Equal(t, "u:a-m:b-u:c", matchedChain)
+
+	// 前缀匹配（截断后命中）
+	_, _, matchedChain, found = store.Find(1, "prefix", "u:a-m:b-u:c-m:d-u:e")
+	require.True(t, found)
+	assert.Equal(t, "u:a-m:b-u:c", matchedChain)
+}
+
+func TestDigestSessionStore_CacheItemCountStable(t *testing.T) {
+	store := NewDigestSessionStore()
+
+	// 模拟 100 个独立会话，每个进行 10 轮对话
+	// 正确传递 oldDigestChain 时，每个会话始终只保留 1 个 key
+	for conv := 0; conv < 100; conv++ {
+		var prevMatchedChain string
+		for round := 0; round < 10; round++ {
+			chain := fmt.Sprintf("s:sys-u:user%d", conv)
+			for r := 0; r < round; r++ {
+				chain += fmt.Sprintf("-m:a%d-u:q%d", r, r+1)
+			}
+			uuid := fmt.Sprintf("uuid-conv%d", conv)
+
+			_, _, matched, _ := store.Find(1, "prefix", chain)
+			store.Save(1, "prefix", chain, uuid, int64(conv), matched)
+			prevMatchedChain = matched
+			_ = prevMatchedChain
+		}
+	}
+
+	// 100 个会话 × 1 key/会话 = 应该 ≤ 100 个 key
+	// 允许少量并发残留，但绝不能接近 100×10=1000
+	itemCount := store.cache.ItemCount()
+	assert.LessOrEqual(t, itemCount, 100, "cache should have at most 100 items (1 per conversation), got %d", itemCount)
+	t.Logf("Cache item count after 100 conversations × 10 rounds: %d", itemCount)
+}
+
+func TestDigestSessionStore_TTLPreventsUnboundedGrowth(t *testing.T) {
+	// 使用极短 TTL 验证大量写入后 cache 能被清理
+	store := &DigestSessionStore{
+		cache: gocache.New(100*time.Millisecond, 50*time.Millisecond),
+	}
+
+	// 插入 500 个不同的 key（无 oldDigestChain，模拟最坏场景：全是新会话首轮）
+	for i := 0; i < 500; i++ {
+		chain := fmt.Sprintf("u:user%d", i)
+		store.Save(1, "prefix", chain, fmt.Sprintf("uuid-%d", i), int64(i), "")
+	}
+
+	assert.Equal(t, 500, store.cache.ItemCount())
+
+	// 等待 TTL + 清理周期
+	time.Sleep(300 * time.Millisecond)
+
+	assert.Equal(t, 0, store.cache.ItemCount(), "all items should be expired and cleaned up")
+}
+
+func TestDigestSessionStore_SaveSameChainNoDelete(t *testing.T) {
+	store := NewDigestSessionStore()
+
+	// 保存 chain
+	store.Save(1, "prefix", "u:a-m:b", "uuid-1", 100, "")
+
+	// 用户重发相同消息：oldDigestChain == digestChain，不应删掉刚设置的 key
+	store.Save(1, "prefix", "u:a-m:b", "uuid-1", 100, "u:a-m:b")
+
+	// 仍然能找到
+	uuid, accountID, _, found := store.Find(1, "prefix", "u:a-m:b")
+	require.True(t, found)
+	assert.Equal(t, "uuid-1", uuid)
+	assert.Equal(t, int64(100), accountID)
+}

backend/internal/service/error_passthrough_runtime.go

@@ -61,6 +61,11 @@ func applyErrorPassthroughRule(
 		errMsg = *rule.CustomMessage
 	}
 
+	// 命中 skip_monitoring 时在 context 中标记，供 ops_error_logger 跳过记录。
+	if rule.SkipMonitoring {
+		c.Set(OpsSkipPassthroughKey, true)
+	}
+
 	// 与现有 failover 场景保持一致：命中规则时统一返回 upstream_error。
 	errType = "upstream_error"
 	return status, errType, errMsg, true

backend/internal/service/error_passthrough_runtime_test.go

@@ -194,6 +194,63 @@ func TestGeminiWriteGeminiMappedError_AppliesRuleFor422(t *testing.T) {
 	assert.Equal(t, "Gemini上游失败", errField["message"])
 }
 
+func TestApplyErrorPassthroughRule_SkipMonitoringSetsContextKey(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	rec := httptest.NewRecorder()
+	c, _ := gin.CreateTestContext(rec)
+
+	rule := newNonFailoverPassthroughRule(http.StatusBadRequest, "prompt is too long", http.StatusBadRequest, "上下文超限")
+	rule.SkipMonitoring = true
+
+	ruleSvc := &ErrorPassthroughService{}
+	ruleSvc.setLocalCache([]*model.ErrorPassthroughRule{rule})
+	BindErrorPassthroughService(c, ruleSvc)
+
+	_, _, _, matched := applyErrorPassthroughRule(
+		c,
+		PlatformAnthropic,
+		http.StatusBadRequest,
+		[]byte(`{"error":{"message":"prompt is too long"}}`),
+		http.StatusBadGateway,
+		"upstream_error",
+		"Upstream request failed",
+	)
+
+	assert.True(t, matched)
+	v, exists := c.Get(OpsSkipPassthroughKey)
+	assert.True(t, exists, "OpsSkipPassthroughKey should be set when skip_monitoring=true")
+	boolVal, ok := v.(bool)
+	assert.True(t, ok, "value should be bool")
+	assert.True(t, boolVal)
+}
+
+func TestApplyErrorPassthroughRule_NoSkipMonitoringDoesNotSetContextKey(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	rec := httptest.NewRecorder()
+	c, _ := gin.CreateTestContext(rec)
+
+	rule := newNonFailoverPassthroughRule(http.StatusBadRequest, "prompt is too long", http.StatusBadRequest, "上下文超限")
+	rule.SkipMonitoring = false
+
+	ruleSvc := &ErrorPassthroughService{}
+	ruleSvc.setLocalCache([]*model.ErrorPassthroughRule{rule})
+	BindErrorPassthroughService(c, ruleSvc)
+
+	_, _, _, matched := applyErrorPassthroughRule(
+		c,
+		PlatformAnthropic,
+		http.StatusBadRequest,
+		[]byte(`{"error":{"message":"prompt is too long"}}`),
+		http.StatusBadGateway,
+		"upstream_error",
+		"Upstream request failed",
+	)
+
+	assert.True(t, matched)
+	_, exists := c.Get(OpsSkipPassthroughKey)
+	assert.False(t, exists, "OpsSkipPassthroughKey should NOT be set when skip_monitoring=false")
+}
+
 func newNonFailoverPassthroughRule(statusCode int, keyword string, respCode int, customMessage string) *model.ErrorPassthroughRule {
 	return &model.ErrorPassthroughRule{
 		ID:              1,

backend/internal/service/error_passthrough_service.go

@@ -45,10 +45,20 @@ type ErrorPassthroughService struct {
 	cache ErrorPassthroughCache
 
 	// 本地内存缓存，用于快速匹配
-	localCache   []*model.ErrorPassthroughRule
+	localCache   []*cachedPassthroughRule
 	localCacheMu sync.RWMutex
 }
 
+// cachedPassthroughRule 预计算的规则缓存，避免运行时重复 ToLower
+type cachedPassthroughRule struct {
+	*model.ErrorPassthroughRule
+	lowerKeywords  []string         // 预计算的小写关键词
+	lowerPlatforms []string         // 预计算的小写平台
+	errorCodeSet   map[int]struct{} // 预计算的 error code set
+}
+
+const maxBodyMatchLen = 8 << 10 // 8KB，错误信息不会在 8KB 之后才出现
+
 // NewErrorPassthroughService 创建错误透传规则服务
 func NewErrorPassthroughService(
 	repo ErrorPassthroughRepository,
@@ -150,17 +160,19 @@ func (s *ErrorPassthroughService) MatchRule(platform string, statusCode int, bod
 		return nil
 	}
 
-	bodyStr := strings.ToLower(string(body))
+	lowerPlatform := strings.ToLower(platform)
+	var bodyLower string // 延迟初始化，只在需要关键词匹配时计算
+	var bodyLowerDone bool
 
 	for _, rule := range rules {
 		if !rule.Enabled {
 			continue
 		}
-		if !s.platformMatches(rule, platform) {
+		if !s.platformMatchesCached(rule, lowerPlatform) {
 			continue
 		}
-		if s.ruleMatches(rule, statusCode, bodyStr) {
-			return rule
+		if s.ruleMatchesOptimized(rule, statusCode, body, &bodyLower, &bodyLowerDone) {
+			return rule.ErrorPassthroughRule
 		}
 	}
 
@@ -168,7 +180,7 @@ func (s *ErrorPassthroughService) MatchRule(platform string, statusCode int, bod
 }
 
 // getCachedRules 获取缓存的规则列表（按优先级排序）
-func (s *ErrorPassthroughService) getCachedRules() []*model.ErrorPassthroughRule {
+func (s *ErrorPassthroughService) getCachedRules() []*cachedPassthroughRule {
 	s.localCacheMu.RLock()
 	rules := s.localCache
 	s.localCacheMu.RUnlock()
@@ -223,17 +235,39 @@ func (s *ErrorPassthroughService) reloadRulesFromDB(ctx context.Context) error {
 	return nil
 }
 
-// setLocalCache 设置本地缓存
+// setLocalCache 设置本地缓存，预计算小写值和 set 以避免运行时重复计算
 func (s *ErrorPassthroughService) setLocalCache(rules []*model.ErrorPassthroughRule) {
+	cached := make([]*cachedPassthroughRule, len(rules))
+	for i, r := range rules {
+		cr := &cachedPassthroughRule{ErrorPassthroughRule: r}
+		if len(r.Keywords) > 0 {
+			cr.lowerKeywords = make([]string, len(r.Keywords))
+			for j, kw := range r.Keywords {
+				cr.lowerKeywords[j] = strings.ToLower(kw)
+			}
+		}
+		if len(r.Platforms) > 0 {
+			cr.lowerPlatforms = make([]string, len(r.Platforms))
+			for j, p := range r.Platforms {
+				cr.lowerPlatforms[j] = strings.ToLower(p)
+			}
+		}
+		if len(r.ErrorCodes) > 0 {
+			cr.errorCodeSet = make(map[int]struct{}, len(r.ErrorCodes))
+			for _, code := range r.ErrorCodes {
+				cr.errorCodeSet[code] = struct{}{}
+			}
+		}
+		cached[i] = cr
+	}
+
 	// 按优先级排序
-	sorted := make([]*model.ErrorPassthroughRule, len(rules))
-	copy(sorted, rules)
-	sort.Slice(sorted, func(i, j int) bool {
-		return sorted[i].Priority < sorted[j].Priority
+	sort.Slice(cached, func(i, j int) bool {
+		return cached[i].Priority < cached[j].Priority
 	})
 
 	s.localCacheMu.Lock()
-	s.localCache = sorted
+	s.localCache = cached
 	s.localCacheMu.Unlock()
 }
 
@@ -273,62 +307,79 @@ func (s *ErrorPassthroughService) invalidateAndNotify(ctx context.Context) {
 	}
 }
 
-// platformMatches 检查平台是否匹配
-func (s *ErrorPassthroughService) platformMatches(rule *model.ErrorPassthroughRule, platform string) bool {
-	// 如果没有配置平台限制，则匹配所有平台
-	if len(rule.Platforms) == 0 {
+// ensureBodyLower 延迟初始化 body 的小写版本，只做一次转换，限制 8KB
+func ensureBodyLower(body []byte, bodyLower *string, done *bool) string {
+	if *done {
+		return *bodyLower
+	}
+	b := body
+	if len(b) > maxBodyMatchLen {
+		b = b[:maxBodyMatchLen]
+	}
+	*bodyLower = strings.ToLower(string(b))
+	*done = true
+	return *bodyLower
+}
+
+// platformMatchesCached 使用预计算的小写平台检查是否匹配
+func (s *ErrorPassthroughService) platformMatchesCached(rule *cachedPassthroughRule, lowerPlatform string) bool {
+	if len(rule.lowerPlatforms) == 0 {
 		return true
 	}
-
-	platform = strings.ToLower(platform)
-	for _, p := range rule.Platforms {
-		if strings.ToLower(p) == platform {
+	for _, p := range rule.lowerPlatforms {
+		if p == lowerPlatform {
 			return true
 		}
 	}
-
 	return false
 }
 
-// ruleMatches 检查规则是否匹配
-func (s *ErrorPassthroughService) ruleMatches(rule *model.ErrorPassthroughRule, statusCode int, bodyLower string) bool {
-	hasErrorCodes := len(rule.ErrorCodes) > 0
-	hasKeywords := len(rule.Keywords) > 0
+// ruleMatchesOptimized 优化的规则匹配，支持短路和延迟 body 转换
+func (s *ErrorPassthroughService) ruleMatchesOptimized(rule *cachedPassthroughRule, statusCode int, body []byte, bodyLower *string, bodyLowerDone *bool) bool {
+	hasErrorCodes := len(rule.errorCodeSet) > 0
+	hasKeywords := len(rule.lowerKeywords) > 0
 
-	// 如果没有配置任何条件，不匹配
 	if !hasErrorCodes && !hasKeywords {
 		return false
 	}
 
-	codeMatch := !hasErrorCodes || s.containsInt(rule.ErrorCodes, statusCode)
-	keywordMatch := !hasKeywords || s.containsAnyKeyword(bodyLower, rule.Keywords)
+	codeMatch := !hasErrorCodes || s.containsIntSet(rule.errorCodeSet, statusCode)
 
 	if rule.MatchMode == model.MatchModeAll {
-		// "all" 模式：所有配置的条件都必须满足
-		return codeMatch && keywordMatch
+		// "all" 模式：所有配置的条件都必须满足，短路
+		if hasErrorCodes && !codeMatch {
+			return false
+		}
+		if hasKeywords {
+			return s.containsAnyKeywordCached(ensureBodyLower(body, bodyLower, bodyLowerDone), rule.lowerKeywords)
+		}
+		return codeMatch
 	}
 
-	// "any" 模式：任一条件满足即可
+	// "any" 模式：任一条件满足即可，短路
 	if hasErrorCodes && hasKeywords {
-		return codeMatch || keywordMatch
+		if codeMatch {
+			return true
+		}
+		return s.containsAnyKeywordCached(ensureBodyLower(body, bodyLower, bodyLowerDone), rule.lowerKeywords)
 	}
-	return codeMatch && keywordMatch
+	// 只配置了一种条件
+	if hasKeywords {
+		return s.containsAnyKeywordCached(ensureBodyLower(body, bodyLower, bodyLowerDone), rule.lowerKeywords)
+	}
+	return codeMatch
 }
 
-// containsInt 检查切片是否包含指定整数
-func (s *ErrorPassthroughService) containsInt(slice []int, val int) bool {
-	for _, v := range slice {
-		if v == val {
-			return true
-		}
-	}
-	return false
-}
-
-// containsAnyKeyword 检查字符串是否包含任一关键词（不区分大小写）
-func (s *ErrorPassthroughService) containsAnyKeyword(bodyLower string, keywords []string) bool {
-	for _, kw := range keywords {
-		if strings.Contains(bodyLower, strings.ToLower(kw)) {
+// containsIntSet 使用 map 查找替代线性扫描
+func (s *ErrorPassthroughService) containsIntSet(set map[int]struct{}, val int) bool {
+	_, ok := set[val]
+	return ok
+}
+
+// containsAnyKeywordCached 使用预计算的小写关键词检查匹配
+func (s *ErrorPassthroughService) containsAnyKeywordCached(bodyLower string, lowerKeywords []string) bool {
+	for _, kw := range lowerKeywords {
+		if strings.Contains(bodyLower, kw) {
 			return true
 		}
 	}

backend/internal/service/error_passthrough_service_test.go

@@ -145,32 +145,58 @@ func newTestService(rules []*model.ErrorPassthroughRule) *ErrorPassthroughServic
 	return svc
 }
 
+// newCachedRuleForTest 从 model.ErrorPassthroughRule 创建 cachedPassthroughRule（测试用）
+func newCachedRuleForTest(rule *model.ErrorPassthroughRule) *cachedPassthroughRule {
+	cr := &cachedPassthroughRule{ErrorPassthroughRule: rule}
+	if len(rule.Keywords) > 0 {
+		cr.lowerKeywords = make([]string, len(rule.Keywords))
+		for j, kw := range rule.Keywords {
+			cr.lowerKeywords[j] = strings.ToLower(kw)
+		}
+	}
+	if len(rule.Platforms) > 0 {
+		cr.lowerPlatforms = make([]string, len(rule.Platforms))
+		for j, p := range rule.Platforms {
+			cr.lowerPlatforms[j] = strings.ToLower(p)
+		}
+	}
+	if len(rule.ErrorCodes) > 0 {
+		cr.errorCodeSet = make(map[int]struct{}, len(rule.ErrorCodes))
+		for _, code := range rule.ErrorCodes {
+			cr.errorCodeSet[code] = struct{}{}
+		}
+	}
+	return cr
+}
+
 // =============================================================================
-// 测试 ruleMatches 核心匹配逻辑
+// 测试 ruleMatchesOptimized 核心匹配逻辑
 // =============================================================================
 
 func TestRuleMatches_NoConditions(t *testing.T) {
 	// 没有配置任何条件时，不应该匹配
 	svc := newTestService(nil)
-	rule := &model.ErrorPassthroughRule{
+	rule := newCachedRuleForTest(&model.ErrorPassthroughRule{
 		Enabled:    true,
 		ErrorCodes: []int{},
 		Keywords:   []string{},
 		MatchMode:  model.MatchModeAny,
-	}
+	})
 
-	assert.False(t, svc.ruleMatches(rule, 422, "some error message"),
+	var bodyLower string
+	var bodyLowerDone bool
+	assert.False(t, svc.ruleMatchesOptimized(rule, 422, []byte("some error message"), &bodyLower, &bodyLowerDone),
 		"没有配置条件时不应该匹配")
 }
 
 func TestRuleMatches_OnlyErrorCodes_AnyMode(t *testing.T) {
 	svc := newTestService(nil)
-	rule := &model.ErrorPassthroughRule{
+	rule := newCachedRuleForTest(&model.ErrorPassthroughRule{
 		Enabled:    true,
 		ErrorCodes: []int{422, 400},
 		Keywords:   []string{},
 		MatchMode:  model.MatchModeAny,
-	}
+	})
 
 	tests := []struct {
 		name       string
@@ -186,7 +212,9 @@ func TestRuleMatches_OnlyErrorCodes_AnyMode(t *testing.T) {
 
 	for _, tt := range tests {
 		t.Run(tt.name, func(t *testing.T) {
-			result := svc.ruleMatches(rule, tt.statusCode, tt.body)
+			var bodyLower string
+			var bodyLowerDone bool
+			result := svc.ruleMatchesOptimized(rule, tt.statusCode, []byte(tt.body), &bodyLower, &bodyLowerDone)
 			assert.Equal(t, tt.expected, result)
 		})
 	}
@@ -194,12 +222,12 @@ func TestRuleMatches_OnlyErrorCodes_AnyMode(t *testing.T) {
 
 func TestRuleMatches_OnlyKeywords_AnyMode(t *testing.T) {
 	svc := newTestService(nil)
-	rule := &model.ErrorPassthroughRule{
+	rule := newCachedRuleForTest(&model.ErrorPassthroughRule{
 		Enabled:    true,
 		ErrorCodes: []int{},
 		Keywords:   []string{"context limit", "model not supported"},
 		MatchMode:  model.MatchModeAny,
-	}
+	})
 
 	tests := []struct {
 		name       string
@@ -210,16 +238,14 @@ func TestRuleMatches_OnlyKeywords_AnyMode(t *testing.T) {
 		{"关键词匹配 context limit", 500, "error: context limit reached", true},
 		{"关键词匹配 model not supported", 400, "the model not supported here", true},
 		{"关键词不匹配", 422, "some other error", false},
-		// 注意：ruleMatches 接收的 body 参数应该是已经转换为小写的
-		// 实际使用时，MatchRule 会先将 body 转换为小写再传给 ruleMatches
-		{"关键词大小写 - 输入已小写", 500, "context limit exceeded", true},
+		{"关键词大小写 - 自动转换", 500, "Context Limit exceeded", true},
 	}
 
 	for _, tt := range tests {
 		t.Run(tt.name, func(t *testing.T) {
-			// 模拟 MatchRule 的行为：先转换为小写
-			bodyLower := strings.ToLower(tt.body)
-			result := svc.ruleMatches(rule, tt.statusCode, bodyLower)
+			var bodyLower string
+			var bodyLowerDone bool
+			result := svc.ruleMatchesOptimized(rule, tt.statusCode, []byte(tt.body), &bodyLower, &bodyLowerDone)
 			assert.Equal(t, tt.expected, result)
 		})
 	}
@@ -228,12 +254,12 @@ func TestRuleMatches_OnlyKeywords_AnyMode(t *testing.T) {
 func TestRuleMatches_BothConditions_AnyMode(t *testing.T) {
 	// any 模式：错误码 OR 关键词
 	svc := newTestService(nil)
-	rule := &model.ErrorPassthroughRule{
+	rule := newCachedRuleForTest(&model.ErrorPassthroughRule{
 		Enabled:    true,
 		ErrorCodes: []int{422, 400},
 		Keywords:   []string{"context limit"},
 		MatchMode:  model.MatchModeAny,
-	}
+	})
 
 	tests := []struct {
 		name       string
@@ -274,7 +300,9 @@ func TestRuleMatches_BothConditions_AnyMode(t *testing.T) {
 
 	for _, tt := range tests {
 		t.Run(tt.name, func(t *testing.T) {
-			result := svc.ruleMatches(rule, tt.statusCode, tt.body)
+			var bodyLower string
+			var bodyLowerDone bool
+			result := svc.ruleMatchesOptimized(rule, tt.statusCode, []byte(tt.body), &bodyLower, &bodyLowerDone)
 			assert.Equal(t, tt.expected, result, tt.reason)
 		})
 	}
@@ -283,12 +311,12 @@ func TestRuleMatches_BothConditions_AnyMode(t *testing.T) {
 func TestRuleMatches_BothConditions_AllMode(t *testing.T) {
 	// all 模式：错误码 AND 关键词
 	svc := newTestService(nil)
-	rule := &model.ErrorPassthroughRule{
+	rule := newCachedRuleForTest(&model.ErrorPassthroughRule{
 		Enabled:    true,
 		ErrorCodes: []int{422, 400},
 		Keywords:   []string{"context limit"},
 		MatchMode:  model.MatchModeAll,
-	}
+	})
 
 	tests := []struct {
 		name       string
@@ -329,14 +357,16 @@ func TestRuleMatches_BothConditions_AllMode(t *testing.T) {
 
 	for _, tt := range tests {
 		t.Run(tt.name, func(t *testing.T) {
-			result := svc.ruleMatches(rule, tt.statusCode, tt.body)
+			var bodyLower string
+			var bodyLowerDone bool
+			result := svc.ruleMatchesOptimized(rule, tt.statusCode, []byte(tt.body), &bodyLower, &bodyLowerDone)
 			assert.Equal(t, tt.expected, result, tt.reason)
 		})
 	}
 }
 
 // =============================================================================
-// 测试 platformMatches 平台匹配逻辑
+// 测试 platformMatchesCached 平台匹配逻辑
 // =============================================================================
 
 func TestPlatformMatches(t *testing.T) {
@@ -394,10 +424,10 @@ func TestPlatformMatches(t *testing.T) {
 
 	for _, tt := range tests {
 		t.Run(tt.name, func(t *testing.T) {
-			rule := &model.ErrorPassthroughRule{
+			rule := newCachedRuleForTest(&model.ErrorPassthroughRule{
 				Platforms: tt.rulePlatforms,
-			}
-			result := svc.platformMatches(rule, tt.requestPlatform)
+			})
+			result := svc.platformMatchesCached(rule, strings.ToLower(tt.requestPlatform))
 			assert.Equal(t, tt.expected, result)
 		})
 	}

backend/internal/service/error_policy_integration_test.go

@@ -0,0 +1,472 @@
+//go:build unit
+
+package service
+
+import (
+	"context"
+	"io"
+	"net/http"
+	"strings"
+	"testing"
+	"time"
+
+	"github.com/Wei-Shaw/sub2api/internal/config"
+	"github.com/Wei-Shaw/sub2api/internal/pkg/antigravity"
+	"github.com/stretchr/testify/require"
+)
+
+// ---------------------------------------------------------------------------
+// Mocks (scoped to this file by naming convention)
+// ---------------------------------------------------------------------------
+
+// epFixedUpstream returns a fixed response for every request.
+type epFixedUpstream struct {
+	statusCode int
+	body       string
+	calls      int
+}
+
+func (u *epFixedUpstream) Do(req *http.Request, proxyURL string, accountID int64, accountConcurrency int) (*http.Response, error) {
+	u.calls++
+	return &http.Response{
+		StatusCode: u.statusCode,
+		Header:     http.Header{},
+		Body:       io.NopCloser(strings.NewReader(u.body)),
+	}, nil
+}
+
+func (u *epFixedUpstream) DoWithTLS(req *http.Request, proxyURL string, accountID int64, accountConcurrency int, enableTLSFingerprint bool) (*http.Response, error) {
+	return u.Do(req, proxyURL, accountID, accountConcurrency)
+}
+
+// epAccountRepo records SetTempUnschedulable / SetError calls.
+type epAccountRepo struct {
+	mockAccountRepoForGemini
+	tempCalls   int
+	setErrCalls int
+}
+
+func (r *epAccountRepo) SetTempUnschedulable(_ context.Context, _ int64, _ time.Time, _ string) error {
+	r.tempCalls++
+	return nil
+}
+
+func (r *epAccountRepo) SetError(_ context.Context, _ int64, _ string) error {
+	r.setErrCalls++
+	return nil
+}
+
+// ---------------------------------------------------------------------------
+// Helpers
+// ---------------------------------------------------------------------------
+
+func saveAndSetBaseURLs(t *testing.T) {
+	t.Helper()
+	oldBaseURLs := append([]string(nil), antigravity.BaseURLs...)
+	oldAvail := antigravity.DefaultURLAvailability
+	antigravity.BaseURLs = []string{"https://ep-test.example"}
+	antigravity.DefaultURLAvailability = antigravity.NewURLAvailability(time.Minute)
+	t.Cleanup(func() {
+		antigravity.BaseURLs = oldBaseURLs
+		antigravity.DefaultURLAvailability = oldAvail
+	})
+}
+
+func newRetryParams(account *Account, upstream HTTPUpstream, handleError func(context.Context, string, *Account, int, http.Header, []byte, string, int64, string, bool) *handleModelRateLimitResult) antigravityRetryLoopParams {
+	return antigravityRetryLoopParams{
+		ctx:            context.Background(),
+		prefix:         "[ep-test]",
+		account:        account,
+		accessToken:    "token",
+		action:         "generateContent",
+		body:           []byte(`{"input":"test"}`),
+		httpUpstream:   upstream,
+		requestedModel: "claude-sonnet-4-5",
+		handleError:    handleError,
+	}
+}
+
+// ---------------------------------------------------------------------------
+// TestRetryLoop_ErrorPolicy_CustomErrorCodes
+// ---------------------------------------------------------------------------
+
+func TestRetryLoop_ErrorPolicy_CustomErrorCodes(t *testing.T) {
+	tests := []struct {
+		name              string
+		upstreamStatus    int
+		upstreamBody      string
+		customCodes       []any
+		expectHandleError int
+		expectUpstream    int
+		expectStatusCode  int
+	}{
+		{
+			name:              "429_in_custom_codes_matched",
+			upstreamStatus:    429,
+			upstreamBody:      `{"error":"rate limited"}`,
+			customCodes:       []any{float64(429)},
+			expectHandleError: 1,
+			expectUpstream:    1,
+			expectStatusCode:  429,
+		},
+		{
+			name:              "429_not_in_custom_codes_skipped",
+			upstreamStatus:    429,
+			upstreamBody:      `{"error":"rate limited"}`,
+			customCodes:       []any{float64(500)},
+			expectHandleError: 0,
+			expectUpstream:    1,
+			expectStatusCode:  500,
+		},
+		{
+			name:              "500_in_custom_codes_matched",
+			upstreamStatus:    500,
+			upstreamBody:      `{"error":"internal"}`,
+			customCodes:       []any{float64(500)},
+			expectHandleError: 1,
+			expectUpstream:    1,
+			expectStatusCode:  500,
+		},
+		{
+			name:              "500_not_in_custom_codes_skipped",
+			upstreamStatus:    500,
+			upstreamBody:      `{"error":"internal"}`,
+			customCodes:       []any{float64(429)},
+			expectHandleError: 0,
+			expectUpstream:    1,
+			expectStatusCode:  500,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			saveAndSetBaseURLs(t)
+
+			upstream := &epFixedUpstream{statusCode: tt.upstreamStatus, body: tt.upstreamBody}
+			repo := &epAccountRepo{}
+			rlSvc := NewRateLimitService(repo, nil, &config.Config{}, nil, nil)
+
+			account := &Account{
+				ID:          100,
+				Type:        AccountTypeAPIKey,
+				Platform:    PlatformAntigravity,
+				Schedulable: true,
+				Status:      StatusActive,
+				Concurrency: 1,
+				Credentials: map[string]any{
+					"custom_error_codes_enabled": true,
+					"custom_error_codes":         tt.customCodes,
+				},
+			}
+
+			svc := &AntigravityGatewayService{rateLimitService: rlSvc}
+
+			var handleErrorCount int
+			p := newRetryParams(account, upstream, func(_ context.Context, _ string, _ *Account, _ int, _ http.Header, _ []byte, _ string, _ int64, _ string, _ bool) *handleModelRateLimitResult {
+				handleErrorCount++
+				return nil
+			})
+
+			result, err := svc.antigravityRetryLoop(p)
+
+			require.NoError(t, err)
+			require.NotNil(t, result)
+			require.NotNil(t, result.resp)
+			defer func() { _ = result.resp.Body.Close() }()
+
+			require.Equal(t, tt.expectStatusCode, result.resp.StatusCode)
+			require.Equal(t, tt.expectHandleError, handleErrorCount, "handleError call count")
+			require.Equal(t, tt.expectUpstream, upstream.calls, "upstream call count")
+		})
+	}
+}
+
+// ---------------------------------------------------------------------------
+// TestRetryLoop_ErrorPolicy_TempUnschedulable
+// ---------------------------------------------------------------------------
+
+func TestRetryLoop_ErrorPolicy_TempUnschedulable(t *testing.T) {
+	tempRulesAccount := func(rules []any) *Account {
+		return &Account{
+			ID:          200,
+			Type:        AccountTypeOAuth,
+			Platform:    PlatformAntigravity,
+			Schedulable: true,
+			Status:      StatusActive,
+			Concurrency: 1,
+			Credentials: map[string]any{
+				"temp_unschedulable_enabled": true,
+				"temp_unschedulable_rules":   rules,
+			},
+		}
+	}
+
+	overloadedRule := map[string]any{
+		"error_code":       float64(503),
+		"keywords":         []any{"overloaded"},
+		"duration_minutes": float64(10),
+	}
+
+	rateLimitRule := map[string]any{
+		"error_code":       float64(429),
+		"keywords":         []any{"rate limited keyword"},
+		"duration_minutes": float64(5),
+	}
+
+	t.Run("503_overloaded_matches_rule", func(t *testing.T) {
+		saveAndSetBaseURLs(t)
+
+		upstream := &epFixedUpstream{statusCode: 503, body: `overloaded`}
+		repo := &epAccountRepo{}
+		rlSvc := NewRateLimitService(repo, nil, &config.Config{}, nil, nil)
+		svc := &AntigravityGatewayService{rateLimitService: rlSvc}
+
+		account := tempRulesAccount([]any{overloadedRule})
+		p := newRetryParams(account, upstream, func(_ context.Context, _ string, _ *Account, _ int, _ http.Header, _ []byte, _ string, _ int64, _ string, _ bool) *handleModelRateLimitResult {
+			t.Error("handleError should not be called for temp unschedulable")
+			return nil
+		})
+
+		result, err := svc.antigravityRetryLoop(p)
+
+		require.Nil(t, result)
+		var switchErr *AntigravityAccountSwitchError
+		require.ErrorAs(t, err, &switchErr)
+		require.Equal(t, account.ID, switchErr.OriginalAccountID)
+		require.Equal(t, 1, upstream.calls, "should not retry")
+	})
+
+	t.Run("429_rate_limited_keyword_matches_rule", func(t *testing.T) {
+		saveAndSetBaseURLs(t)
+
+		upstream := &epFixedUpstream{statusCode: 429, body: `rate limited keyword`}
+		repo := &epAccountRepo{}
+		rlSvc := NewRateLimitService(repo, nil, &config.Config{}, nil, nil)
+		svc := &AntigravityGatewayService{rateLimitService: rlSvc}
+
+		account := tempRulesAccount([]any{rateLimitRule})
+		p := newRetryParams(account, upstream, func(_ context.Context, _ string, _ *Account, _ int, _ http.Header, _ []byte, _ string, _ int64, _ string, _ bool) *handleModelRateLimitResult {
+			t.Error("handleError should not be called for temp unschedulable")
+			return nil
+		})
+
+		result, err := svc.antigravityRetryLoop(p)
+
+		require.Nil(t, result)
+		var switchErr *AntigravityAccountSwitchError
+		require.ErrorAs(t, err, &switchErr)
+		require.Equal(t, account.ID, switchErr.OriginalAccountID)
+		require.Equal(t, 1, upstream.calls, "should not retry")
+	})
+
+	t.Run("503_body_no_match_continues_default_retry", func(t *testing.T) {
+		saveAndSetBaseURLs(t)
+
+		upstream := &epFixedUpstream{statusCode: 503, body: `random`}
+		repo := &epAccountRepo{}
+		rlSvc := NewRateLimitService(repo, nil, &config.Config{}, nil, nil)
+		svc := &AntigravityGatewayService{rateLimitService: rlSvc}
+
+		account := tempRulesAccount([]any{overloadedRule})
+
+		// Use a short-lived context: the backoff sleep (~1s) will be
+		// interrupted, proving the code entered the default retry path
+		// instead of breaking early via error policy.
+		ctx, cancel := context.WithTimeout(context.Background(), 100*time.Millisecond)
+		defer cancel()
+
+		p := newRetryParams(account, upstream, func(_ context.Context, _ string, _ *Account, _ int, _ http.Header, _ []byte, _ string, _ int64, _ string, _ bool) *handleModelRateLimitResult {
+			return nil
+		})
+		p.ctx = ctx
+
+		result, err := svc.antigravityRetryLoop(p)
+
+		// Context cancellation during backoff proves default retry was entered
+		require.Nil(t, result)
+		require.ErrorIs(t, err, context.DeadlineExceeded)
+		require.GreaterOrEqual(t, upstream.calls, 1, "should have called upstream at least once")
+	})
+}
+
+// ---------------------------------------------------------------------------
+// TestRetryLoop_ErrorPolicy_NilRateLimitService
+// ---------------------------------------------------------------------------
+
+func TestRetryLoop_ErrorPolicy_NilRateLimitService(t *testing.T) {
+	saveAndSetBaseURLs(t)
+
+	upstream := &epFixedUpstream{statusCode: 429, body: `{"error":"rate limited"}`}
+	// rateLimitService is nil — must not panic
+	svc := &AntigravityGatewayService{rateLimitService: nil}
+
+	account := &Account{
+		ID:          300,
+		Type:        AccountTypeOAuth,
+		Platform:    PlatformAntigravity,
+		Schedulable: true,
+		Status:      StatusActive,
+		Concurrency: 1,
+	}
+
+	ctx, cancel := context.WithTimeout(context.Background(), 100*time.Millisecond)
+	defer cancel()
+
+	p := newRetryParams(account, upstream, func(_ context.Context, _ string, _ *Account, _ int, _ http.Header, _ []byte, _ string, _ int64, _ string, _ bool) *handleModelRateLimitResult {
+		return nil
+	})
+	p.ctx = ctx
+
+	// Should not panic; enters the default retry path (eventually times out)
+	result, err := svc.antigravityRetryLoop(p)
+
+	require.Nil(t, result)
+	require.ErrorIs(t, err, context.DeadlineExceeded)
+	require.GreaterOrEqual(t, upstream.calls, 1)
+}
+
+// ---------------------------------------------------------------------------
+// TestRetryLoop_ErrorPolicy_NoPolicy_OriginalBehavior
+// ---------------------------------------------------------------------------
+
+func TestRetryLoop_ErrorPolicy_NoPolicy_OriginalBehavior(t *testing.T) {
+	saveAndSetBaseURLs(t)
+
+	upstream := &epFixedUpstream{statusCode: 429, body: `{"error":"rate limited"}`}
+	repo := &epAccountRepo{}
+	rlSvc := NewRateLimitService(repo, nil, &config.Config{}, nil, nil)
+	svc := &AntigravityGatewayService{rateLimitService: rlSvc}
+
+	// Plain OAuth account with no error policy configured
+	account := &Account{
+		ID:          400,
+		Type:        AccountTypeOAuth,
+		Platform:    PlatformAntigravity,
+		Schedulable: true,
+		Status:      StatusActive,
+		Concurrency: 1,
+	}
+
+	var handleErrorCount int
+	p := newRetryParams(account, upstream, func(_ context.Context, _ string, _ *Account, _ int, _ http.Header, _ []byte, _ string, _ int64, _ string, _ bool) *handleModelRateLimitResult {
+		handleErrorCount++
+		return nil
+	})
+
+	result, err := svc.antigravityRetryLoop(p)
+
+	require.NoError(t, err)
+	require.NotNil(t, result)
+	require.NotNil(t, result.resp)
+	defer func() { _ = result.resp.Body.Close() }()
+
+	require.Equal(t, http.StatusTooManyRequests, result.resp.StatusCode)
+	require.Equal(t, antigravityMaxRetries, upstream.calls, "should exhaust all retries")
+	require.Equal(t, 1, handleErrorCount, "handleError should be called once after retries exhausted")
+}
+
+// ---------------------------------------------------------------------------
+// epTrackingRepo — records SetRateLimited / SetError calls for verification.
+// ---------------------------------------------------------------------------
+
+type epTrackingRepo struct {
+	mockAccountRepoForGemini
+	rateLimitedCalls int
+	rateLimitedID    int64
+	setErrCalls      int
+	setErrID         int64
+	tempCalls        int
+}
+
+func (r *epTrackingRepo) SetRateLimited(_ context.Context, id int64, _ time.Time) error {
+	r.rateLimitedCalls++
+	r.rateLimitedID = id
+	return nil
+}
+
+func (r *epTrackingRepo) SetError(_ context.Context, id int64, _ string) error {
+	r.setErrCalls++
+	r.setErrID = id
+	return nil
+}
+
+func (r *epTrackingRepo) SetTempUnschedulable(_ context.Context, _ int64, _ time.Time, _ string) error {
+	r.tempCalls++
+	return nil
+}
+
+// ---------------------------------------------------------------------------
+// TestCustomErrorCode599_SkippedErrors_Return500_NoRateLimit
+//
+// 核心场景：自定义错误码设为 [599]（一个不会真正出现的错误码），
+// 当上游返回 429/500/503/401 时：
+//   - 返回给客户端的状态码必须是 500（而不是透传原始状态码）
+//   - 不调用 SetRateLimited（不进入限流状态）
+//   - 不调用 SetError（不停止调度）
+//   - 不调用 handleError
+// ---------------------------------------------------------------------------
+
+func TestCustomErrorCode599_SkippedErrors_Return500_NoRateLimit(t *testing.T) {
+	errorCodes := []int{429, 500, 503, 401, 403}
+
+	for _, upstreamStatus := range errorCodes {
+		t.Run(http.StatusText(upstreamStatus), func(t *testing.T) {
+			saveAndSetBaseURLs(t)
+
+			upstream := &epFixedUpstream{
+				statusCode: upstreamStatus,
+				body:       `{"error":"some upstream error"}`,
+			}
+			repo := &epTrackingRepo{}
+			rlSvc := NewRateLimitService(repo, nil, &config.Config{}, nil, nil)
+			svc := &AntigravityGatewayService{rateLimitService: rlSvc}
+
+			account := &Account{
+				ID:          500,
+				Type:        AccountTypeAPIKey,
+				Platform:    PlatformAntigravity,
+				Schedulable: true,
+				Status:      StatusActive,
+				Concurrency: 1,
+				Credentials: map[string]any{
+					"custom_error_codes_enabled": true,
+					"custom_error_codes":         []any{float64(599)},
+				},
+			}
+
+			var handleErrorCount int
+			p := newRetryParams(account, upstream, func(_ context.Context, _ string, _ *Account, _ int, _ http.Header, _ []byte, _ string, _ int64, _ string, _ bool) *handleModelRateLimitResult {
+				handleErrorCount++
+				return nil
+			})
+
+			result, err := svc.antigravityRetryLoop(p)
+
+			// 不应返回 error（Skipped 不触发账号切换）
+			require.NoError(t, err, "should not return error")
+			require.NotNil(t, result, "result should not be nil")
+			require.NotNil(t, result.resp, "response should not be nil")
+			defer func() { _ = result.resp.Body.Close() }()
+
+			// 状态码必须是 500（不透传原始状态码）
+			require.Equal(t, http.StatusInternalServerError, result.resp.StatusCode,
+				"skipped error should return 500, not %d", upstreamStatus)
+
+			// 不调用 handleError
+			require.Equal(t, 0, handleErrorCount,
+				"handleError should NOT be called for skipped errors")
+
+			// 不标记限流
+			require.Equal(t, 0, repo.rateLimitedCalls,
+				"SetRateLimited should NOT be called for skipped errors")
+
+			// 不停止调度
+			require.Equal(t, 0, repo.setErrCalls,
+				"SetError should NOT be called for skipped errors")
+
+			// 只调用一次上游（不重试）
+			require.Equal(t, 1, upstream.calls,
+				"should call upstream exactly once (no retry)")
+		})
+	}
+}

backend/internal/service/error_policy_test.go

@@ -0,0 +1,295 @@
+//go:build unit
+
+package service
+
+import (
+	"context"
+	"net/http"
+	"testing"
+	"time"
+
+	"github.com/Wei-Shaw/sub2api/internal/config"
+	"github.com/stretchr/testify/require"
+)
+
+// ---------------------------------------------------------------------------
+// TestCheckErrorPolicy — 6 table-driven cases for the pure logic function
+// ---------------------------------------------------------------------------
+
+func TestCheckErrorPolicy(t *testing.T) {
+	tests := []struct {
+		name       string
+		account    *Account
+		statusCode int
+		body       []byte
+		expected   ErrorPolicyResult
+	}{
+		{
+			name: "no_policy_oauth_returns_none",
+			account: &Account{
+				ID:       1,
+				Type:     AccountTypeOAuth,
+				Platform: PlatformAntigravity,
+				// no custom error codes, no temp rules
+			},
+			statusCode: 500,
+			body:       []byte(`"error"`),
+			expected:   ErrorPolicyNone,
+		},
+		{
+			name: "custom_error_codes_hit_returns_matched",
+			account: &Account{
+				ID:       2,
+				Type:     AccountTypeAPIKey,
+				Platform: PlatformAntigravity,
+				Credentials: map[string]any{
+					"custom_error_codes_enabled": true,
+					"custom_error_codes":         []any{float64(429), float64(500)},
+				},
+			},
+			statusCode: 500,
+			body:       []byte(`"error"`),
+			expected:   ErrorPolicyMatched,
+		},
+		{
+			name: "custom_error_codes_miss_returns_skipped",
+			account: &Account{
+				ID:       3,
+				Type:     AccountTypeAPIKey,
+				Platform: PlatformAntigravity,
+				Credentials: map[string]any{
+					"custom_error_codes_enabled": true,
+					"custom_error_codes":         []any{float64(429), float64(500)},
+				},
+			},
+			statusCode: 503,
+			body:       []byte(`"error"`),
+			expected:   ErrorPolicySkipped,
+		},
+		{
+			name: "temp_unschedulable_hit_returns_temp_unscheduled",
+			account: &Account{
+				ID:       4,
+				Type:     AccountTypeOAuth,
+				Platform: PlatformAntigravity,
+				Credentials: map[string]any{
+					"temp_unschedulable_enabled": true,
+					"temp_unschedulable_rules": []any{
+						map[string]any{
+							"error_code":       float64(503),
+							"keywords":         []any{"overloaded"},
+							"duration_minutes": float64(10),
+							"description":      "overloaded rule",
+						},
+					},
+				},
+			},
+			statusCode: 503,
+			body:       []byte(`overloaded service`),
+			expected:   ErrorPolicyTempUnscheduled,
+		},
+		{
+			name: "temp_unschedulable_body_miss_returns_none",
+			account: &Account{
+				ID:       5,
+				Type:     AccountTypeOAuth,
+				Platform: PlatformAntigravity,
+				Credentials: map[string]any{
+					"temp_unschedulable_enabled": true,
+					"temp_unschedulable_rules": []any{
+						map[string]any{
+							"error_code":       float64(503),
+							"keywords":         []any{"overloaded"},
+							"duration_minutes": float64(10),
+							"description":      "overloaded rule",
+						},
+					},
+				},
+			},
+			statusCode: 503,
+			body:       []byte(`random msg`),
+			expected:   ErrorPolicyNone,
+		},
+		{
+			name: "custom_error_codes_override_temp_unschedulable",
+			account: &Account{
+				ID:       6,
+				Type:     AccountTypeAPIKey,
+				Platform: PlatformAntigravity,
+				Credentials: map[string]any{
+					"custom_error_codes_enabled": true,
+					"custom_error_codes":         []any{float64(503)},
+					"temp_unschedulable_enabled": true,
+					"temp_unschedulable_rules": []any{
+						map[string]any{
+							"error_code":       float64(503),
+							"keywords":         []any{"overloaded"},
+							"duration_minutes": float64(10),
+							"description":      "overloaded rule",
+						},
+					},
+				},
+			},
+			statusCode: 503,
+			body:       []byte(`overloaded`),
+			expected:   ErrorPolicyMatched, // custom codes take precedence
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			repo := &errorPolicyRepoStub{}
+			svc := NewRateLimitService(repo, nil, &config.Config{}, nil, nil)
+
+			result := svc.CheckErrorPolicy(context.Background(), tt.account, tt.statusCode, tt.body)
+			require.Equal(t, tt.expected, result, "unexpected ErrorPolicyResult")
+		})
+	}
+}
+
+// ---------------------------------------------------------------------------
+// TestApplyErrorPolicy — 4 table-driven cases for the wrapper method
+// ---------------------------------------------------------------------------
+
+func TestApplyErrorPolicy(t *testing.T) {
+	tests := []struct {
+		name              string
+		account           *Account
+		statusCode        int
+		body              []byte
+		expectedHandled   bool
+		expectedStatus    int  // expected outStatus
+		expectedSwitchErr bool // expect *AntigravityAccountSwitchError
+		handleErrorCalls  int
+	}{
+		{
+			name: "none_not_handled",
+			account: &Account{
+				ID:       10,
+				Type:     AccountTypeOAuth,
+				Platform: PlatformAntigravity,
+			},
+			statusCode:       500,
+			body:             []byte(`"error"`),
+			expectedHandled:  false,
+			expectedStatus:   500, // passthrough
+			handleErrorCalls: 0,
+		},
+		{
+			name: "skipped_handled_no_handleError",
+			account: &Account{
+				ID:       11,
+				Type:     AccountTypeAPIKey,
+				Platform: PlatformAntigravity,
+				Credentials: map[string]any{
+					"custom_error_codes_enabled": true,
+					"custom_error_codes":         []any{float64(429)},
+				},
+			},
+			statusCode:       500, // not in custom codes
+			body:             []byte(`"error"`),
+			expectedHandled:  true,
+			expectedStatus:   http.StatusInternalServerError, // skipped → 500
+			handleErrorCalls: 0,
+		},
+		{
+			name: "matched_handled_calls_handleError",
+			account: &Account{
+				ID:       12,
+				Type:     AccountTypeAPIKey,
+				Platform: PlatformAntigravity,
+				Credentials: map[string]any{
+					"custom_error_codes_enabled": true,
+					"custom_error_codes":         []any{float64(500)},
+				},
+			},
+			statusCode:       500,
+			body:             []byte(`"error"`),
+			expectedHandled:  true,
+			expectedStatus:   500, // matched → original status
+			handleErrorCalls: 1,
+		},
+		{
+			name: "temp_unscheduled_returns_switch_error",
+			account: &Account{
+				ID:       13,
+				Type:     AccountTypeOAuth,
+				Platform: PlatformAntigravity,
+				Credentials: map[string]any{
+					"temp_unschedulable_enabled": true,
+					"temp_unschedulable_rules": []any{
+						map[string]any{
+							"error_code":       float64(503),
+							"keywords":         []any{"overloaded"},
+							"duration_minutes": float64(10),
+						},
+					},
+				},
+			},
+			statusCode:        503,
+			body:              []byte(`overloaded`),
+			expectedHandled:   true,
+			expectedStatus:    503, // temp_unscheduled → original status
+			expectedSwitchErr: true,
+			handleErrorCalls:  0,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			repo := &errorPolicyRepoStub{}
+			rlSvc := NewRateLimitService(repo, nil, &config.Config{}, nil, nil)
+			svc := &AntigravityGatewayService{
+				rateLimitService: rlSvc,
+			}
+
+			var handleErrorCount int
+			p := antigravityRetryLoopParams{
+				ctx:     context.Background(),
+				prefix:  "[test]",
+				account: tt.account,
+				handleError: func(ctx context.Context, prefix string, account *Account, statusCode int, headers http.Header, body []byte, requestedModel string, groupID int64, sessionHash string, isStickySession bool) *handleModelRateLimitResult {
+					handleErrorCount++
+					return nil
+				},
+				isStickySession: true,
+			}
+
+			handled, outStatus, retErr := svc.applyErrorPolicy(p, tt.statusCode, http.Header{}, tt.body)
+
+			require.Equal(t, tt.expectedHandled, handled, "handled mismatch")
+			require.Equal(t, tt.expectedStatus, outStatus, "outStatus mismatch")
+			require.Equal(t, tt.handleErrorCalls, handleErrorCount, "handleError call count mismatch")
+
+			if tt.expectedSwitchErr {
+				var switchErr *AntigravityAccountSwitchError
+				require.ErrorAs(t, retErr, &switchErr)
+				require.Equal(t, tt.account.ID, switchErr.OriginalAccountID)
+			} else {
+				require.NoError(t, retErr)
+			}
+		})
+	}
+}
+
+// ---------------------------------------------------------------------------
+// errorPolicyRepoStub — minimal AccountRepository stub for error policy tests
+// ---------------------------------------------------------------------------
+
+type errorPolicyRepoStub struct {
+	mockAccountRepoForGemini
+	tempCalls    int
+	setErrCalls  int
+	lastErrorMsg string
+}
+
+func (r *errorPolicyRepoStub) SetTempUnschedulable(ctx context.Context, id int64, until time.Time, reason string) error {
+	r.tempCalls++
+	return nil
+}
+
+func (r *errorPolicyRepoStub) SetError(ctx context.Context, id int64, errorMsg string) error {
+	r.setErrCalls++
+	r.lastErrorMsg = errorMsg
+	return nil
+}

backend/internal/service/gateway_multiplatform_test.go

@@ -77,6 +77,9 @@ func (m *mockAccountRepoForPlatform) Create(ctx context.Context, account *Accoun
 func (m *mockAccountRepoForPlatform) GetByCRSAccountID(ctx context.Context, crsAccountID string) (*Account, error) {
 	return nil, nil
 }
+func (m *mockAccountRepoForPlatform) ListCRSAccountIDs(ctx context.Context) (map[string]int64, error) {
+	return nil, nil
+}
 func (m *mockAccountRepoForPlatform) Update(ctx context.Context, account *Account) error {
 	return nil
 }
@@ -84,7 +87,7 @@ func (m *mockAccountRepoForPlatform) Delete(ctx context.Context, id int64) error
 func (m *mockAccountRepoForPlatform) List(ctx context.Context, params pagination.PaginationParams) ([]Account, *pagination.PaginationResult, error) {
 	return nil, nil, nil
 }
-func (m *mockAccountRepoForPlatform) ListWithFilters(ctx context.Context, params pagination.PaginationParams, platform, accountType, status, search string) ([]Account, *pagination.PaginationResult, error) {
+func (m *mockAccountRepoForPlatform) ListWithFilters(ctx context.Context, params pagination.PaginationParams, platform, accountType, status, search string, groupID int64) ([]Account, *pagination.PaginationResult, error) {
 	return nil, nil, nil
 }
 func (m *mockAccountRepoForPlatform) ListByGroup(ctx context.Context, groupID int64) ([]Account, error) {
@@ -142,9 +145,6 @@ func (m *mockAccountRepoForPlatform) ListSchedulableByGroupIDAndPlatforms(ctx co
 func (m *mockAccountRepoForPlatform) SetRateLimited(ctx context.Context, id int64, resetAt time.Time) error {
 	return nil
 }
-func (m *mockAccountRepoForPlatform) SetAntigravityQuotaScopeLimit(ctx context.Context, id int64, scope AntigravityQuotaScope, resetAt time.Time) error {
-	return nil
-}
 func (m *mockAccountRepoForPlatform) SetModelRateLimit(ctx context.Context, id int64, scope string, resetAt time.Time) error {
 	return nil
 }
@@ -216,22 +216,6 @@ func (m *mockGatewayCacheForPlatform) DeleteSessionAccountID(ctx context.Context
 	return nil
 }
 
-func (m *mockGatewayCacheForPlatform) IncrModelCallCount(ctx context.Context, accountID int64, model string) (int64, error) {
-	return 0, nil
-}
-
-func (m *mockGatewayCacheForPlatform) GetModelLoadBatch(ctx context.Context, accountIDs []int64, model string) (map[int64]*ModelLoadInfo, error) {
-	return nil, nil
-}
-
-func (m *mockGatewayCacheForPlatform) FindGeminiSession(ctx context.Context, groupID int64, prefixHash, digestChain string) (uuid string, accountID int64, found bool) {
-	return "", 0, false
-}
-
-func (m *mockGatewayCacheForPlatform) SaveGeminiSession(ctx context.Context, groupID int64, prefixHash, digestChain, uuid string, accountID int64) error {
-	return nil
-}
-
 type mockGroupRepoForGateway struct {
 	groups           map[int64]*Group
 	getByIDCalls     int
@@ -290,6 +274,10 @@ func (m *mockGroupRepoForGateway) GetAccountIDsByGroupIDs(ctx context.Context, g
 	return nil, nil
 }
 
+func (m *mockGroupRepoForGateway) UpdateSortOrders(ctx context.Context, updates []GroupSortOrderUpdate) error {
+	return nil
+}
+
 func ptr[T any](v T) *T {
 	return &v
 }

backend/internal/service/gateway_request.go

@@ -6,9 +6,19 @@ import (
 	"fmt"
 	"math"
 
+	"github.com/Wei-Shaw/sub2api/internal/domain"
 	"github.com/Wei-Shaw/sub2api/internal/pkg/antigravity"
 )
 
+// SessionContext 粘性会话上下文，用于区分不同来源的请求。
+// 仅在 GenerateSessionHash 第 3 级 fallback（消息内容 hash）时混入，
+// 避免不同用户发送相同消息产生相同 hash 导致账号集中。
+type SessionContext struct {
+	ClientIP  string
+	UserAgent string
+	APIKeyID  int64
+}
+
 // ParsedRequest 保存网关请求的预解析结果
 //
 // 性能优化说明：
@@ -22,20 +32,22 @@ import (
 // 2. 将解析结果 ParsedRequest 传递给 Service 层
 // 3. 避免重复 json.Unmarshal，减少 CPU 和内存开销
 type ParsedRequest struct {
-	Body            []byte // 原始请求体（保留用于转发）
-	Model           string // 请求的模型名称
-	Stream          bool   // 是否为流式请求
-	MetadataUserID  string // metadata.user_id（用于会话亲和）
-	System          any    // system 字段内容
-	Messages        []any  // messages 数组
-	HasSystem       bool   // 是否包含 system 字段（包含 null 也视为显式传入）
-	ThinkingEnabled bool   // 是否开启 thinking（部分平台会影响最终模型名）
-	MaxTokens       int    // max_tokens 值（用于探测请求拦截）
+	Body            []byte          // 原始请求体（保留用于转发）
+	Model           string          // 请求的模型名称
+	Stream          bool            // 是否为流式请求
+	MetadataUserID  string          // metadata.user_id（用于会话亲和）
+	System          any             // system 字段内容
+	Messages        []any           // messages 数组
+	HasSystem       bool            // 是否包含 system 字段（包含 null 也视为显式传入）
+	ThinkingEnabled bool            // 是否开启 thinking（部分平台会影响最终模型名）
+	MaxTokens       int             // max_tokens 值（用于探测请求拦截）
+	SessionContext  *SessionContext // 可选：请求上下文区分因子（nil 时行为不变）
 }
 
-// ParseGatewayRequest 解析网关请求体并返回结构化结果
-// 性能优化：一次解析提取所有需要的字段，避免重复 Unmarshal
-func ParseGatewayRequest(body []byte) (*ParsedRequest, error) {
+// ParseGatewayRequest 解析网关请求体并返回结构化结果。
+// protocol 指定请求协议格式（domain.PlatformAnthropic / domain.PlatformGemini），
+// 不同协议使用不同的 system/messages 字段名。
+func ParseGatewayRequest(body []byte, protocol string) (*ParsedRequest, error) {
 	var req map[string]any
 	if err := json.Unmarshal(body, &req); err != nil {
 		return nil, err
@@ -64,19 +76,34 @@ func ParseGatewayRequest(body []byte) (*ParsedRequest, error) {
 			parsed.MetadataUserID = userID
 		}
 	}
-	// system 字段只要存在就视为显式提供（即使为 null），
-	// 以避免客户端传 null 时被默认 system 误注入。
-	if system, ok := req["system"]; ok {
-		parsed.HasSystem = true
-		parsed.System = system
-	}
-	if messages, ok := req["messages"].([]any); ok {
-		parsed.Messages = messages
+
+	switch protocol {
+	case domain.PlatformGemini:
+		// Gemini 原生格式: systemInstruction.parts / contents
+		if sysInst, ok := req["systemInstruction"].(map[string]any); ok {
+			if parts, ok := sysInst["parts"].([]any); ok {
+				parsed.System = parts
+			}
+		}
+		if contents, ok := req["contents"].([]any); ok {
+			parsed.Messages = contents
+		}
+	default:
+		// Anthropic / OpenAI 格式: system / messages
+		// system 字段只要存在就视为显式提供（即使为 null），
+		// 以避免客户端传 null 时被默认 system 误注入。
+		if system, ok := req["system"]; ok {
+			parsed.HasSystem = true
+			parsed.System = system
+		}
+		if messages, ok := req["messages"].([]any); ok {
+			parsed.Messages = messages
+		}
 	}
 
-	// thinking: {type: "enabled"}
+	// thinking: {type: "enabled" | "adaptive"}
 	if rawThinking, ok := req["thinking"].(map[string]any); ok {
-		if t, ok := rawThinking["type"].(string); ok && t == "enabled" {
+		if t, ok := rawThinking["type"].(string); ok && (t == "enabled" || t == "adaptive") {
 			parsed.ThinkingEnabled = true
 		}
 	}
@@ -134,9 +161,9 @@ func parseIntegralNumber(raw any) (int, bool) {
 // Returns filtered body or original body if filtering fails (fail-safe)
 // This prevents 400 errors from invalid thinking block signatures
 //
-// Strategy:
-//   - When thinking.type != "enabled": Remove all thinking blocks
-//   - When thinking.type == "enabled": Only remove thinking blocks without valid signatures
+// 策略：
+//   - 当 thinking.type 不是 "enabled"/"adaptive"：移除所有 thinking 相关块
+//   - 当 thinking.type 是 "enabled"/"adaptive"：仅移除缺失/无效 signature 的 thinking 块（避免 400）
 //     (blocks with missing/empty/dummy signatures that would cause 400 errors)
 func FilterThinkingBlocks(body []byte) []byte {
 	return filterThinkingBlocksInternal(body, false)
@@ -462,9 +489,9 @@ func FilterSignatureSensitiveBlocksForRetry(body []byte) []byte {
 }
 
 // filterThinkingBlocksInternal removes invalid thinking blocks from request
-// Strategy:
-//   - When thinking.type != "enabled": Remove all thinking blocks
-//   - When thinking.type == "enabled": Only remove thinking blocks without valid signatures
+// 策略：
+//   - 当 thinking.type 不是 "enabled"/"adaptive"：移除所有 thinking 相关块
+//   - 当 thinking.type 是 "enabled"/"adaptive"：仅移除缺失/无效 signature 的 thinking 块
 func filterThinkingBlocksInternal(body []byte, _ bool) []byte {
 	// Fast path: if body doesn't contain "thinking", skip parsing
 	if !bytes.Contains(body, []byte(`"type":"thinking"`)) &&
@@ -484,7 +511,7 @@ func filterThinkingBlocksInternal(body []byte, _ bool) []byte {
 	// Check if thinking is enabled
 	thinkingEnabled := false
 	if thinking, ok := req["thinking"].(map[string]any); ok {
-		if thinkType, ok := thinking["type"].(string); ok && thinkType == "enabled" {
+		if thinkType, ok := thinking["type"].(string); ok && (thinkType == "enabled" || thinkType == "adaptive") {
 			thinkingEnabled = true
 		}
 	}

backend/internal/service/gateway_request_test.go

@@ -4,12 +4,13 @@ import (
 	"encoding/json"
 	"testing"
 
+	"github.com/Wei-Shaw/sub2api/internal/domain"
 	"github.com/stretchr/testify/require"
 )
 
 func TestParseGatewayRequest(t *testing.T) {
 	body := []byte(`{"model":"claude-3-7-sonnet","stream":true,"metadata":{"user_id":"session_123e4567-e89b-12d3-a456-426614174000"},"system":[{"type":"text","text":"hello","cache_control":{"type":"ephemeral"}}],"messages":[{"content":"hi"}]}`)
-	parsed, err := ParseGatewayRequest(body)
+	parsed, err := ParseGatewayRequest(body, "")
 	require.NoError(t, err)
 	require.Equal(t, "claude-3-7-sonnet", parsed.Model)
 	require.True(t, parsed.Stream)
@@ -22,7 +23,15 @@ func TestParseGatewayRequest(t *testing.T) {
 
 func TestParseGatewayRequest_ThinkingEnabled(t *testing.T) {
 	body := []byte(`{"model":"claude-sonnet-4-5","thinking":{"type":"enabled"},"messages":[{"content":"hi"}]}`)
-	parsed, err := ParseGatewayRequest(body)
+	parsed, err := ParseGatewayRequest(body, "")
+	require.NoError(t, err)
+	require.Equal(t, "claude-sonnet-4-5", parsed.Model)
+	require.True(t, parsed.ThinkingEnabled)
+}
+
+func TestParseGatewayRequest_ThinkingAdaptiveEnabled(t *testing.T) {
+	body := []byte(`{"model":"claude-sonnet-4-5","thinking":{"type":"adaptive"},"messages":[{"content":"hi"}]}`)
+	parsed, err := ParseGatewayRequest(body, "")
 	require.NoError(t, err)
 	require.Equal(t, "claude-sonnet-4-5", parsed.Model)
 	require.True(t, parsed.ThinkingEnabled)
@@ -30,21 +39,21 @@ func TestParseGatewayRequest_ThinkingEnabled(t *testing.T) {
 
 func TestParseGatewayRequest_MaxTokens(t *testing.T) {
 	body := []byte(`{"model":"claude-haiku-4-5","max_tokens":1}`)
-	parsed, err := ParseGatewayRequest(body)
+	parsed, err := ParseGatewayRequest(body, "")
 	require.NoError(t, err)
 	require.Equal(t, 1, parsed.MaxTokens)
 }
 
 func TestParseGatewayRequest_MaxTokensNonIntegralIgnored(t *testing.T) {
 	body := []byte(`{"model":"claude-haiku-4-5","max_tokens":1.5}`)
-	parsed, err := ParseGatewayRequest(body)
+	parsed, err := ParseGatewayRequest(body, "")
 	require.NoError(t, err)
 	require.Equal(t, 0, parsed.MaxTokens)
 }
 
 func TestParseGatewayRequest_SystemNull(t *testing.T) {
 	body := []byte(`{"model":"claude-3","system":null}`)
-	parsed, err := ParseGatewayRequest(body)
+	parsed, err := ParseGatewayRequest(body, "")
 	require.NoError(t, err)
 	// 显式传入 system:null 也应视为“字段已存在”，避免默认 system 被注入。
 	require.True(t, parsed.HasSystem)
@@ -53,16 +62,112 @@ func TestParseGatewayRequest_SystemNull(t *testing.T) {
 
 func TestParseGatewayRequest_InvalidModelType(t *testing.T) {
 	body := []byte(`{"model":123}`)
-	_, err := ParseGatewayRequest(body)
+	_, err := ParseGatewayRequest(body, "")
 	require.Error(t, err)
 }
 
 func TestParseGatewayRequest_InvalidStreamType(t *testing.T) {
 	body := []byte(`{"stream":"true"}`)
-	_, err := ParseGatewayRequest(body)
+	_, err := ParseGatewayRequest(body, "")
 	require.Error(t, err)
 }
 
+// ============ Gemini 原生格式解析测试 ============
+
+func TestParseGatewayRequest_GeminiContents(t *testing.T) {
+	body := []byte(`{
+		"contents": [
+			{"role": "user", "parts": [{"text": "Hello"}]},
+			{"role": "model", "parts": [{"text": "Hi there"}]},
+			{"role": "user", "parts": [{"text": "How are you?"}]}
+		]
+	}`)
+	parsed, err := ParseGatewayRequest(body, domain.PlatformGemini)
+	require.NoError(t, err)
+	require.Len(t, parsed.Messages, 3, "should parse contents as Messages")
+	require.False(t, parsed.HasSystem, "Gemini format should not set HasSystem")
+	require.Nil(t, parsed.System, "no systemInstruction means nil System")
+}
+
+func TestParseGatewayRequest_GeminiSystemInstruction(t *testing.T) {
+	body := []byte(`{
+		"systemInstruction": {
+			"parts": [{"text": "You are a helpful assistant."}]
+		},
+		"contents": [
+			{"role": "user", "parts": [{"text": "Hello"}]}
+		]
+	}`)
+	parsed, err := ParseGatewayRequest(body, domain.PlatformGemini)
+	require.NoError(t, err)
+	require.NotNil(t, parsed.System, "should parse systemInstruction.parts as System")
+	parts, ok := parsed.System.([]any)
+	require.True(t, ok)
+	require.Len(t, parts, 1)
+	partMap, ok := parts[0].(map[string]any)
+	require.True(t, ok)
+	require.Equal(t, "You are a helpful assistant.", partMap["text"])
+	require.Len(t, parsed.Messages, 1)
+}
+
+func TestParseGatewayRequest_GeminiWithModel(t *testing.T) {
+	body := []byte(`{
+		"model": "gemini-2.5-pro",
+		"contents": [{"role": "user", "parts": [{"text": "test"}]}]
+	}`)
+	parsed, err := ParseGatewayRequest(body, domain.PlatformGemini)
+	require.NoError(t, err)
+	require.Equal(t, "gemini-2.5-pro", parsed.Model)
+	require.Len(t, parsed.Messages, 1)
+}
+
+func TestParseGatewayRequest_GeminiIgnoresAnthropicFields(t *testing.T) {
+	// Gemini 格式下 system/messages 字段应被忽略
+	body := []byte(`{
+		"system": "should be ignored",
+		"messages": [{"role": "user", "content": "ignored"}],
+		"contents": [{"role": "user", "parts": [{"text": "real content"}]}]
+	}`)
+	parsed, err := ParseGatewayRequest(body, domain.PlatformGemini)
+	require.NoError(t, err)
+	require.False(t, parsed.HasSystem, "Gemini protocol should not parse Anthropic system field")
+	require.Nil(t, parsed.System, "no systemInstruction = nil System")
+	require.Len(t, parsed.Messages, 1, "should use contents, not messages")
+}
+
+func TestParseGatewayRequest_GeminiEmptyContents(t *testing.T) {
+	body := []byte(`{"contents": []}`)
+	parsed, err := ParseGatewayRequest(body, domain.PlatformGemini)
+	require.NoError(t, err)
+	require.Empty(t, parsed.Messages)
+}
+
+func TestParseGatewayRequest_GeminiNoContents(t *testing.T) {
+	body := []byte(`{"model": "gemini-2.5-flash"}`)
+	parsed, err := ParseGatewayRequest(body, domain.PlatformGemini)
+	require.NoError(t, err)
+	require.Nil(t, parsed.Messages)
+	require.Equal(t, "gemini-2.5-flash", parsed.Model)
+}
+
+func TestParseGatewayRequest_AnthropicIgnoresGeminiFields(t *testing.T) {
+	// Anthropic 格式下 contents/systemInstruction 字段应被忽略
+	body := []byte(`{
+		"system": "real system",
+		"messages": [{"role": "user", "content": "real content"}],
+		"contents": [{"role": "user", "parts": [{"text": "ignored"}]}],
+		"systemInstruction": {"parts": [{"text": "ignored"}]}
+	}`)
+	parsed, err := ParseGatewayRequest(body, domain.PlatformAnthropic)
+	require.NoError(t, err)
+	require.True(t, parsed.HasSystem)
+	require.Equal(t, "real system", parsed.System)
+	require.Len(t, parsed.Messages, 1)
+	msg, ok := parsed.Messages[0].(map[string]any)
+	require.True(t, ok)
+	require.Equal(t, "real content", msg["content"])
+}
+
 func TestFilterThinkingBlocks(t *testing.T) {
 	containsThinkingBlock := func(body []byte) bool {
 		var req map[string]any
@@ -112,6 +217,16 @@ func TestFilterThinkingBlocks(t *testing.T) {
 			input:        `{"model":"claude-3-5-sonnet-20241022","messages":[{"role":"user","content":[{"type":"text","text":"Hello"},{"type":"thinking","thinking":"internal","signature":"invalid"},{"type":"text","text":"World"}]}]}`,
 			shouldFilter: true,
 		},
+		{
+			name:         "does not filter signed thinking blocks when thinking adaptive",
+			input:        `{"thinking":{"type":"adaptive"},"messages":[{"role":"assistant","content":[{"type":"thinking","thinking":"ok","signature":"sig_real_123"},{"type":"text","text":"B"}]}]}`,
+			shouldFilter: false,
+		},
+		{
+			name:         "filters unsigned thinking blocks when thinking adaptive",
+			input:        `{"thinking":{"type":"adaptive"},"messages":[{"role":"assistant","content":[{"type":"thinking","thinking":"internal","signature":""},{"type":"text","text":"B"}]}]}`,
+			shouldFilter: true,
+		},
 		{
 			name:         "handles no thinking blocks",
 			input:        `{"model":"claude-3-5-sonnet-20241022","messages":[{"role":"user","content":[{"type":"text","text":"Hello"}]}]}`,

backend/internal/service/gateway_service.go

@@ -5,7 +5,6 @@ import (
 	"bytes"
 	"context"
 	"crypto/sha256"
-	"encoding/hex"
 	"encoding/json"
 	"errors"
 	"fmt"
@@ -17,6 +16,7 @@ import (
 	"os"
 	"regexp"
 	"sort"
+	"strconv"
 	"strings"
 	"sync/atomic"
 	"time"
@@ -26,6 +26,7 @@ import (
 	"github.com/Wei-Shaw/sub2api/internal/pkg/ctxkey"
 	"github.com/Wei-Shaw/sub2api/internal/util/responseheaders"
 	"github.com/Wei-Shaw/sub2api/internal/util/urlvalidator"
+	"github.com/cespare/xxhash/v2"
 	"github.com/google/uuid"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
@@ -242,12 +243,15 @@ var (
 	}
 )
 
+// systemBlockFilterPrefixes 需要从 system 中过滤的文本前缀列表
+// OAuth/SetupToken 账号转发时，匹配这些前缀的 system 元素会被移除
+var systemBlockFilterPrefixes = []string{
+	"x-anthropic-billing-header",
+}
+
 // ErrClaudeCodeOnly 表示分组仅允许 Claude Code 客户端访问
 var ErrClaudeCodeOnly = errors.New("this group only allows Claude Code clients")
 
-// ErrModelScopeNotSupported 表示请求的模型系列不在分组支持的范围内
-var ErrModelScopeNotSupported = errors.New("model scope not supported by this group")
-
 // allowedHeaders 白名单headers（参考CRS项目）
 var allowedHeaders = map[string]bool{
 	"accept":                                    true,
@@ -273,13 +277,6 @@ var allowedHeaders = map[string]bool{
 // GatewayCache 定义网关服务的缓存操作接口。
 // 提供粘性会话（Sticky Session）的存储、查询、刷新和删除功能。
 //
-// ModelLoadInfo 模型负载信息（用于 Antigravity 调度）
-// Model load info for Antigravity scheduling
-type ModelLoadInfo struct {
-	CallCount  int64     // 当前分钟调用次数 / Call count in current minute
-	LastUsedAt time.Time // 最后调度时间（零值表示未调度过）/ Last scheduling time (zero means never scheduled)
-}
-
 // GatewayCache defines cache operations for gateway service.
 // Provides sticky session storage, retrieval, refresh and deletion capabilities.
 type GatewayCache interface {
@@ -295,24 +292,6 @@ type GatewayCache interface {
 	// DeleteSessionAccountID 删除粘性会话绑定，用于账号不可用时主动清理
 	// Delete sticky session binding, used to proactively clean up when account becomes unavailable
 	DeleteSessionAccountID(ctx context.Context, groupID int64, sessionHash string) error
-
-	// IncrModelCallCount 增加模型调用次数并更新最后调度时间（Antigravity 专用）
-	// Increment model call count and update last scheduling time (Antigravity only)
-	// 返回更新后的调用次数
-	IncrModelCallCount(ctx context.Context, accountID int64, model string) (int64, error)
-
-	// GetModelLoadBatch 批量获取账号的模型负载信息（Antigravity 专用）
-	// Batch get model load info for accounts (Antigravity only)
-	GetModelLoadBatch(ctx context.Context, accountIDs []int64, model string) (map[int64]*ModelLoadInfo, error)
-
-	// FindGeminiSession 查找 Gemini 会话（MGET 倒序匹配）
-	// Find Gemini session using MGET reverse order matching
-	// 返回最长匹配的会话信息（uuid, accountID）
-	FindGeminiSession(ctx context.Context, groupID int64, prefixHash, digestChain string) (uuid string, accountID int64, found bool)
-
-	// SaveGeminiSession 保存 Gemini 会话
-	// Save Gemini session binding
-	SaveGeminiSession(ctx context.Context, groupID int64, prefixHash, digestChain, uuid string, accountID int64) error
 }
 
 // derefGroupID safely dereferences *int64 to int64, returning 0 if nil
@@ -323,21 +302,15 @@ func derefGroupID(groupID *int64) int64 {
 	return *groupID
 }
 
-// stickySessionRateLimitThreshold 定义清除粘性会话的限流时间阈值。
-// 当账号限流剩余时间超过此阈值时，清除粘性会话以便切换到其他账号。
-// 低于此阈值时保持粘性会话，等待短暂限流结束。
-const stickySessionRateLimitThreshold = 10 * time.Second
-
 // shouldClearStickySession 检查账号是否处于不可调度状态，需要清理粘性会话绑定。
 // 当账号状态为错误、禁用、不可调度、处于临时不可调度期间，
-// 或模型限流剩余时间超过 stickySessionRateLimitThreshold 时，返回 true。
+// 或请求的模型处于限流状态时，返回 true。
 // 这确保后续请求不会继续使用不可用的账号。
 //
 // shouldClearStickySession checks if an account is in an unschedulable state
 // and the sticky session binding should be cleared.
 // Returns true when account status is error/disabled, schedulable is false,
-// within temporary unschedulable period, or model rate limit remaining time
-// exceeds stickySessionRateLimitThreshold.
+// within temporary unschedulable period, or the requested model is rate-limited.
 // This ensures subsequent requests won't continue using unavailable accounts.
 func shouldClearStickySession(account *Account, requestedModel string) bool {
 	if account == nil {
@@ -349,8 +322,8 @@ func shouldClearStickySession(account *Account, requestedModel string) bool {
 	if account.TempUnschedulableUntil != nil && time.Now().Before(*account.TempUnschedulableUntil) {
 		return true
 	}
-	// 检查模型限流和 scope 限流，只在超过阈值时清除粘性会话
-	if remaining := account.GetRateLimitRemainingTimeWithContext(context.Background(), requestedModel); remaining > stickySessionRateLimitThreshold {
+	// 检查模型限流和 scope 限流，有限流即清除粘性会话
+	if remaining := account.GetRateLimitRemainingTimeWithContext(context.Background(), requestedModel); remaining > 0 {
 		return true
 	}
 	return false
@@ -376,6 +349,8 @@ type ClaudeUsage struct {
 	OutputTokens             int `json:"output_tokens"`
 	CacheCreationInputTokens int `json:"cache_creation_input_tokens"`
 	CacheReadInputTokens     int `json:"cache_read_input_tokens"`
+	CacheCreation5mTokens    int // 5分钟缓存创建token（来自嵌套 cache_creation 对象）
+	CacheCreation1hTokens    int // 1小时缓存创建token（来自嵌套 cache_creation 对象）
 }
 
 // ForwardResult 转发结果
@@ -395,15 +370,31 @@ type ForwardResult struct {
 
 // UpstreamFailoverError indicates an upstream error that should trigger account failover.
 type UpstreamFailoverError struct {
-	StatusCode        int
-	ResponseBody      []byte // 上游响应体，用于错误透传规则匹配
-	ForceCacheBilling bool   // Antigravity 粘性会话切换时设为 true
+	StatusCode             int
+	ResponseBody           []byte // 上游响应体，用于错误透传规则匹配
+	ForceCacheBilling      bool   // Antigravity 粘性会话切换时设为 true
+	RetryableOnSameAccount bool   // 临时性错误（如 Google 间歇性 400、空响应），应在同一账号上重试 N 次再切换
 }
 
 func (e *UpstreamFailoverError) Error() string {
 	return fmt.Sprintf("upstream error: %d (failover)", e.StatusCode)
 }
 
+// TempUnscheduleRetryableError 对 RetryableOnSameAccount 类型的 failover 错误触发临时封禁。
+// 由 handler 层在同账号重试全部用尽、切换账号时调用。
+func (s *GatewayService) TempUnscheduleRetryableError(ctx context.Context, accountID int64, failoverErr *UpstreamFailoverError) {
+	if failoverErr == nil || !failoverErr.RetryableOnSameAccount {
+		return
+	}
+	// 根据状态码选择封禁策略
+	switch failoverErr.StatusCode {
+	case http.StatusBadRequest:
+		tempUnscheduleGoogleConfigError(ctx, s.accountRepo, accountID, "[handler]")
+	case http.StatusBadGateway:
+		tempUnscheduleEmptyResponse(ctx, s.accountRepo, accountID, "[handler]")
+	}
+}
+
 // GatewayService handles API gateway operations
 type GatewayService struct {
 	accountRepo         AccountRepository
@@ -413,6 +404,7 @@ type GatewayService struct {
 	userSubRepo         UserSubscriptionRepository
 	userGroupRateRepo   UserGroupRateRepository
 	cache               GatewayCache
+	digestStore         *DigestSessionStore
 	cfg                 *config.Config
 	schedulerSnapshot   *SchedulerSnapshotService
 	billingService      *BillingService
@@ -446,6 +438,7 @@ func NewGatewayService(
 	deferredService *DeferredService,
 	claudeTokenProvider *ClaudeTokenProvider,
 	sessionLimitCache SessionLimitCache,
+	digestStore *DigestSessionStore,
 ) *GatewayService {
 	return &GatewayService{
 		accountRepo:         accountRepo,
@@ -455,6 +448,7 @@ func NewGatewayService(
 		userSubRepo:         userSubRepo,
 		userGroupRateRepo:   userGroupRateRepo,
 		cache:               cache,
+		digestStore:         digestStore,
 		cfg:                 cfg,
 		schedulerSnapshot:   schedulerSnapshot,
 		concurrencyService:  concurrencyService,
@@ -488,23 +482,45 @@ func (s *GatewayService) GenerateSessionHash(parsed *ParsedRequest) string {
 		return s.hashContent(cacheableContent)
 	}
 
-	// 3. Fallback: 使用 system 内容
+	// 3. 最后 fallback: 使用 session上下文 + system + 所有消息的完整摘要串
+	var combined strings.Builder
+	// 混入请求上下文区分因子，避免不同用户相同消息产生相同 hash
+	if parsed.SessionContext != nil {
+		_, _ = combined.WriteString(parsed.SessionContext.ClientIP)
+		_, _ = combined.WriteString(":")
+		_, _ = combined.WriteString(parsed.SessionContext.UserAgent)
+		_, _ = combined.WriteString(":")
+		_, _ = combined.WriteString(strconv.FormatInt(parsed.SessionContext.APIKeyID, 10))
+		_, _ = combined.WriteString("|")
+	}
 	if parsed.System != nil {
 		systemText := s.extractTextFromSystem(parsed.System)
 		if systemText != "" {
-			return s.hashContent(systemText)
+			_, _ = combined.WriteString(systemText)
 		}
 	}
-
-	// 4. 最后 fallback: 使用第一条消息
-	if len(parsed.Messages) > 0 {
-		if firstMsg, ok := parsed.Messages[0].(map[string]any); ok {
-			msgText := s.extractTextFromContent(firstMsg["content"])
-			if msgText != "" {
-				return s.hashContent(msgText)
+	for _, msg := range parsed.Messages {
+		if m, ok := msg.(map[string]any); ok {
+			if content, exists := m["content"]; exists {
+				// Anthropic: messages[].content
+				if msgText := s.extractTextFromContent(content); msgText != "" {
+					_, _ = combined.WriteString(msgText)
+				}
+			} else if parts, ok := m["parts"].([]any); ok {
+				// Gemini: contents[].parts[].text
+				for _, part := range parts {
+					if partMap, ok := part.(map[string]any); ok {
+						if text, ok := partMap["text"].(string); ok {
+							_, _ = combined.WriteString(text)
+						}
+					}
+				}
 			}
 		}
 	}
+	if combined.Len() > 0 {
+		return s.hashContent(combined.String())
+	}
 
 	return ""
 }
@@ -532,19 +548,37 @@ func (s *GatewayService) GetCachedSessionAccountID(ctx context.Context, groupID
 
 // FindGeminiSession 查找 Gemini 会话（基于内容摘要链的 Fallback 匹配）
 // 返回最长匹配的会话信息（uuid, accountID）
-func (s *GatewayService) FindGeminiSession(ctx context.Context, groupID int64, prefixHash, digestChain string) (uuid string, accountID int64, found bool) {
-	if digestChain == "" || s.cache == nil {
-		return "", 0, false
+func (s *GatewayService) FindGeminiSession(_ context.Context, groupID int64, prefixHash, digestChain string) (uuid string, accountID int64, matchedChain string, found bool) {
+	if digestChain == "" || s.digestStore == nil {
+		return "", 0, "", false
 	}
-	return s.cache.FindGeminiSession(ctx, groupID, prefixHash, digestChain)
+	return s.digestStore.Find(groupID, prefixHash, digestChain)
 }
 
-// SaveGeminiSession 保存 Gemini 会话
-func (s *GatewayService) SaveGeminiSession(ctx context.Context, groupID int64, prefixHash, digestChain, uuid string, accountID int64) error {
-	if digestChain == "" || s.cache == nil {
+// SaveGeminiSession 保存 Gemini 会话。oldDigestChain 为 Find 返回的 matchedChain，用于删旧 key。
+func (s *GatewayService) SaveGeminiSession(_ context.Context, groupID int64, prefixHash, digestChain, uuid string, accountID int64, oldDigestChain string) error {
+	if digestChain == "" || s.digestStore == nil {
 		return nil
 	}
-	return s.cache.SaveGeminiSession(ctx, groupID, prefixHash, digestChain, uuid, accountID)
+	s.digestStore.Save(groupID, prefixHash, digestChain, uuid, accountID, oldDigestChain)
+	return nil
+}
+
+// FindAnthropicSession 查找 Anthropic 会话（基于内容摘要链的 Fallback 匹配）
+func (s *GatewayService) FindAnthropicSession(_ context.Context, groupID int64, prefixHash, digestChain string) (uuid string, accountID int64, matchedChain string, found bool) {
+	if digestChain == "" || s.digestStore == nil {
+		return "", 0, "", false
+	}
+	return s.digestStore.Find(groupID, prefixHash, digestChain)
+}
+
+// SaveAnthropicSession 保存 Anthropic 会话
+func (s *GatewayService) SaveAnthropicSession(_ context.Context, groupID int64, prefixHash, digestChain, uuid string, accountID int64, oldDigestChain string) error {
+	if digestChain == "" || s.digestStore == nil {
+		return nil
+	}
+	s.digestStore.Save(groupID, prefixHash, digestChain, uuid, accountID, oldDigestChain)
+	return nil
 }
 
 func (s *GatewayService) extractCacheableContent(parsed *ParsedRequest) string {
@@ -629,8 +663,8 @@ func (s *GatewayService) extractTextFromContent(content any) string {
 }
 
 func (s *GatewayService) hashContent(content string) string {
-	hash := sha256.Sum256([]byte(content))
-	return hex.EncodeToString(hash[:16]) // 32字符
+	h := xxhash.Sum64String(content)
+	return strconv.FormatUint(h, 36)
 }
 
 // replaceModelInBody 替换请求体中的model字段
@@ -989,13 +1023,6 @@ func (s *GatewayService) SelectAccountWithLoadAwareness(ctx context.Context, gro
 		log.Printf("[ModelRoutingDebug] load-aware enabled: group_id=%v model=%s session=%s platform=%s", derefGroupID(groupID), requestedModel, shortSessionHash(sessionHash), platform)
 	}
 
-	// Antigravity 模型系列检查（在账号选择前检查，确保所有代码路径都经过此检查）
-	if platform == PlatformAntigravity && groupID != nil && requestedModel != "" {
-		if err := s.checkAntigravityModelScope(ctx, *groupID, requestedModel); err != nil {
-			return nil, err
-		}
-	}
-
 	accounts, useMixed, err := s.listSchedulableAccounts(ctx, groupID, platform, hasForcePlatform)
 	if err != nil {
 		return nil, err
@@ -1110,7 +1137,6 @@ func (s *GatewayService) SelectAccountWithLoadAwareness(ctx context.Context, gro
 									result.ReleaseFunc() // 释放槽位
 									// 继续到负载感知选择
 								} else {
-									_ = s.cache.RefreshSessionTTL(ctx, derefGroupID(groupID), sessionHash, stickySessionTTL)
 									if s.debugModelRoutingEnabled() {
 										log.Printf("[ModelRoutingDebug] routed sticky hit: group_id=%v model=%s session=%s account=%d", derefGroupID(groupID), requestedModel, shortSessionHash(sessionHash), stickyAccountID)
 									}
@@ -1190,6 +1216,7 @@ func (s *GatewayService) SelectAccountWithLoadAwareness(ctx context.Context, gro
 						return a.account.LastUsedAt.Before(*b.account.LastUsedAt)
 					}
 				})
+				shuffleWithinSortGroups(routingAvailable)
 
 				// 4. 尝试获取槽位
 				for _, item := range routingAvailable {
@@ -1264,7 +1291,6 @@ func (s *GatewayService) SelectAccountWithLoadAwareness(ctx context.Context, gro
 						if !s.checkAndRegisterSession(ctx, account, sessionHash) {
 							result.ReleaseFunc() // 释放槽位，继续到 Layer 2
 						} else {
-							_ = s.cache.RefreshSessionTTL(ctx, derefGroupID(groupID), sessionHash, stickySessionTTL)
 							return &AccountSelectionResult{
 								Account:     account,
 								Acquired:    true,
@@ -1344,10 +1370,6 @@ func (s *GatewayService) SelectAccountWithLoadAwareness(ctx context.Context, gro
 			return result, nil
 		}
 	} else {
-		// Antigravity 平台：获取模型负载信息
-		var modelLoadMap map[int64]*ModelLoadInfo
-		isAntigravity := platform == PlatformAntigravity
-
 		var available []accountWithLoad
 		for _, acc := range candidates {
 			loadInfo := loadMap[acc.ID]
@@ -1362,109 +1384,44 @@ func (s *GatewayService) SelectAccountWithLoadAwareness(ctx context.Context, gro
 			}
 		}
 
-		// Antigravity 平台：按账号实际映射后的模型名获取模型负载（与 Forward 的统计保持一致）
-		if isAntigravity && requestedModel != "" && s.cache != nil && len(available) > 0 {
-			modelLoadMap = make(map[int64]*ModelLoadInfo, len(available))
-			modelToAccountIDs := make(map[string][]int64)
-			for _, item := range available {
-				mappedModel := mapAntigravityModel(item.account, requestedModel)
-				if mappedModel == "" {
-					continue
-				}
-				modelToAccountIDs[mappedModel] = append(modelToAccountIDs[mappedModel], item.account.ID)
+		// 分层过滤选择：优先级 → 负载率 → LRU
+		for len(available) > 0 {
+			// 1. 取优先级最小的集合
+			candidates := filterByMinPriority(available)
+			// 2. 取负载率最低的集合
+			candidates = filterByMinLoadRate(candidates)
+			// 3. LRU 选择最久未用的账号
+			selected := selectByLRU(candidates, preferOAuth)
+			if selected == nil {
+				break
 			}
-			for model, ids := range modelToAccountIDs {
-				batch, err := s.cache.GetModelLoadBatch(ctx, ids, model)
-				if err != nil {
-					continue
-				}
-				for id, info := range batch {
-					modelLoadMap[id] = info
-				}
-			}
-			if len(modelLoadMap) == 0 {
-				modelLoadMap = nil
-			}
-		}
 
-		// Antigravity 平台：优先级硬过滤 →（同优先级内）按调用次数选择（最少优先，新账号用平均值）
-		// 其他平台：分层过滤选择：优先级 → 负载率 → LRU
-		if isAntigravity {
-			for len(available) > 0 {
-				// 1. 取优先级最小的集合（硬过滤）
-				candidates := filterByMinPriority(available)
-				// 2. 同优先级内按调用次数选择（调用次数最少优先，新账号使用平均值）
-				selected := selectByCallCount(candidates, modelLoadMap, preferOAuth)
-				if selected == nil {
-					break
-				}
-
-				result, err := s.tryAcquireAccountSlot(ctx, selected.account.ID, selected.account.Concurrency)
-				if err == nil && result.Acquired {
-					// 会话数量限制检查
-					if !s.checkAndRegisterSession(ctx, selected.account, sessionHash) {
-						result.ReleaseFunc() // 释放槽位，继续尝试下一个账号
-					} else {
-						if sessionHash != "" && s.cache != nil {
-							_ = s.cache.SetSessionAccountID(ctx, derefGroupID(groupID), sessionHash, selected.account.ID, stickySessionTTL)
-						}
-						return &AccountSelectionResult{
-							Account:     selected.account,
-							Acquired:    true,
-							ReleaseFunc: result.ReleaseFunc,
-						}, nil
+			result, err := s.tryAcquireAccountSlot(ctx, selected.account.ID, selected.account.Concurrency)
+			if err == nil && result.Acquired {
+				// 会话数量限制检查
+				if !s.checkAndRegisterSession(ctx, selected.account, sessionHash) {
+					result.ReleaseFunc() // 释放槽位，继续尝试下一个账号
+				} else {
+					if sessionHash != "" && s.cache != nil {
+						_ = s.cache.SetSessionAccountID(ctx, derefGroupID(groupID), sessionHash, selected.account.ID, stickySessionTTL)
 					}
+					return &AccountSelectionResult{
+						Account:     selected.account,
+						Acquired:    true,
+						ReleaseFunc: result.ReleaseFunc,
+					}, nil
 				}
-
-				// 移除已尝试的账号，重新选择
-				selectedID := selected.account.ID
-				newAvailable := make([]accountWithLoad, 0, len(available)-1)
-				for _, acc := range available {
-					if acc.account.ID != selectedID {
-						newAvailable = append(newAvailable, acc)
-					}
-				}
-				available = newAvailable
 			}
-		} else {
-			for len(available) > 0 {
-				// 1. 取优先级最小的集合
-				candidates := filterByMinPriority(available)
-				// 2. 取负载率最低的集合
-				candidates = filterByMinLoadRate(candidates)
-				// 3. LRU 选择最久未用的账号
-				selected := selectByLRU(candidates, preferOAuth)
-				if selected == nil {
-					break
-				}
 
-				result, err := s.tryAcquireAccountSlot(ctx, selected.account.ID, selected.account.Concurrency)
-				if err == nil && result.Acquired {
-					// 会话数量限制检查
-					if !s.checkAndRegisterSession(ctx, selected.account, sessionHash) {
-						result.ReleaseFunc() // 释放槽位，继续尝试下一个账号
-					} else {
-						if sessionHash != "" && s.cache != nil {
-							_ = s.cache.SetSessionAccountID(ctx, derefGroupID(groupID), sessionHash, selected.account.ID, stickySessionTTL)
-						}
-						return &AccountSelectionResult{
-							Account:     selected.account,
-							Acquired:    true,
-							ReleaseFunc: result.ReleaseFunc,
-						}, nil
-					}
+			// 移除已尝试的账号，重新进行分层过滤
+			selectedID := selected.account.ID
+			newAvailable := make([]accountWithLoad, 0, len(available)-1)
+			for _, acc := range available {
+				if acc.account.ID != selectedID {
+					newAvailable = append(newAvailable, acc)
 				}
-
-				// 移除已尝试的账号，重新进行分层过滤
-				selectedID := selected.account.ID
-				newAvailable := make([]accountWithLoad, 0, len(available)-1)
-				for _, acc := range available {
-					if acc.account.ID != selectedID {
-						newAvailable = append(newAvailable, acc)
-					}
-				}
-				available = newAvailable
 			}
+			available = newAvailable
 		}
 	}
 
@@ -1750,6 +1707,17 @@ func (s *GatewayService) listSchedulableAccounts(ctx context.Context, groupID *i
 	return accounts, useMixed, nil
 }
 
+// IsSingleAntigravityAccountGroup 检查指定分组是否只有一个 antigravity 平台的可调度账号。
+// 用于 Handler 层在首次请求时提前设置 SingleAccountRetry context，
+// 避免单账号分组收到 503 时错误地设置模型限流标记导致后续请求连续快速失败。
+func (s *GatewayService) IsSingleAntigravityAccountGroup(ctx context.Context, groupID *int64) bool {
+	accounts, _, err := s.listSchedulableAccounts(ctx, groupID, PlatformAntigravity, true)
+	if err != nil {
+		return false
+	}
+	return len(accounts) == 1
+}
+
 func (s *GatewayService) isAccountAllowedForPlatform(account *Account, platform string, useMixed bool) bool {
 	if account == nil {
 		return false
@@ -2000,87 +1968,79 @@ func sortAccountsByPriorityAndLastUsed(accounts []*Account, preferOAuth bool) {
 			return a.LastUsedAt.Before(*b.LastUsedAt)
 		}
 	})
+	shuffleWithinPriorityAndLastUsed(accounts)
 }
 
-// selectByCallCount 从候选账号中选择调用次数最少的账号（Antigravity 专用）
-// 新账号（CallCount=0）使用平均调用次数作为虚拟值，避免冷启动被猛调
-// 如果有多个账号具有相同的最小调用次数，则随机选择一个
-func selectByCallCount(accounts []accountWithLoad, modelLoadMap map[int64]*ModelLoadInfo, preferOAuth bool) *accountWithLoad {
-	if len(accounts) == 0 {
-		return nil
+// shuffleWithinSortGroups 对排序后的 accountWithLoad 切片，按 (Priority, LoadRate, LastUsedAt) 分组后组内随机打乱。
+// 防止并发请求读取同一快照时，确定性排序导致所有请求命中相同账号。
+func shuffleWithinSortGroups(accounts []accountWithLoad) {
+	if len(accounts) <= 1 {
+		return
 	}
-	if len(accounts) == 1 {
-		return &accounts[0]
-	}
-
-	// 如果没有负载信息，回退到 LRU
-	if modelLoadMap == nil {
-		return selectByLRU(accounts, preferOAuth)
-	}
-
-	// 1. 计算平均调用次数（用于新账号冷启动）
-	var totalCallCount int64
-	var countWithCalls int
-	for _, acc := range accounts {
-		if info := modelLoadMap[acc.account.ID]; info != nil && info.CallCount > 0 {
-			totalCallCount += info.CallCount
-			countWithCalls++
+	i := 0
+	for i < len(accounts) {
+		j := i + 1
+		for j < len(accounts) && sameAccountWithLoadGroup(accounts[i], accounts[j]) {
+			j++
 		}
-	}
-
-	var avgCallCount int64
-	if countWithCalls > 0 {
-		avgCallCount = totalCallCount / int64(countWithCalls)
-	}
-
-	// 2. 获取每个账号的有效调用次数
-	getEffectiveCallCount := func(acc accountWithLoad) int64 {
-		if acc.account == nil {
-			return 0
+		if j-i > 1 {
+			mathrand.Shuffle(j-i, func(a, b int) {
+				accounts[i+a], accounts[i+b] = accounts[i+b], accounts[i+a]
+			})
 		}
-		info := modelLoadMap[acc.account.ID]
-		if info == nil || info.CallCount == 0 {
-			return avgCallCount // 新账号使用平均值
-		}
-		return info.CallCount
+		i = j
 	}
+}
 
-	// 3. 找到最小调用次数
-	minCount := getEffectiveCallCount(accounts[0])
-	for _, acc := range accounts[1:] {
-		if c := getEffectiveCallCount(acc); c < minCount {
-			minCount = c
-		}
+// sameAccountWithLoadGroup 判断两个 accountWithLoad 是否属于同一排序组
+func sameAccountWithLoadGroup(a, b accountWithLoad) bool {
+	if a.account.Priority != b.account.Priority {
+		return false
 	}
-
-	// 4. 收集所有具有最小调用次数的账号
-	var candidateIdxs []int
-	for i, acc := range accounts {
-		if getEffectiveCallCount(acc) == minCount {
-			candidateIdxs = append(candidateIdxs, i)
-		}
+	if a.loadInfo.LoadRate != b.loadInfo.LoadRate {
+		return false
 	}
+	return sameLastUsedAt(a.account.LastUsedAt, b.account.LastUsedAt)
+}
 
-	// 5. 如果只有一个候选，直接返回
-	if len(candidateIdxs) == 1 {
-		return &accounts[candidateIdxs[0]]
+// shuffleWithinPriorityAndLastUsed 对排序后的 []*Account 切片，按 (Priority, LastUsedAt) 分组后组内随机打乱。
+func shuffleWithinPriorityAndLastUsed(accounts []*Account) {
+	if len(accounts) <= 1 {
+		return
 	}
-
-	// 6. preferOAuth 处理
-	if preferOAuth {
-		var oauthIdxs []int
-		for _, idx := range candidateIdxs {
-			if accounts[idx].account.Type == AccountTypeOAuth {
-				oauthIdxs = append(oauthIdxs, idx)
-			}
+	i := 0
+	for i < len(accounts) {
+		j := i + 1
+		for j < len(accounts) && sameAccountGroup(accounts[i], accounts[j]) {
+			j++
 		}
-		if len(oauthIdxs) > 0 {
-			candidateIdxs = oauthIdxs
+		if j-i > 1 {
+			mathrand.Shuffle(j-i, func(a, b int) {
+				accounts[i+a], accounts[i+b] = accounts[i+b], accounts[i+a]
+			})
 		}
+		i = j
 	}
+}
 
-	// 7. 随机选择
-	return &accounts[candidateIdxs[mathrand.Intn(len(candidateIdxs))]]
+// sameAccountGroup 判断两个 Account 是否属于同一排序组（Priority + LastUsedAt）
+func sameAccountGroup(a, b *Account) bool {
+	if a.Priority != b.Priority {
+		return false
+	}
+	return sameLastUsedAt(a.LastUsedAt, b.LastUsedAt)
+}
+
+// sameLastUsedAt 判断两个 LastUsedAt 是否相同（精度到秒）
+func sameLastUsedAt(a, b *time.Time) bool {
+	switch {
+	case a == nil && b == nil:
+		return true
+	case a == nil || b == nil:
+		return false
+	default:
+		return a.Unix() == b.Unix()
+	}
 }
 
 // sortCandidatesForFallback 根据配置选择排序策略
@@ -2135,13 +2095,6 @@ func shuffleWithinPriority(accounts []*Account) {
 
 // selectAccountForModelWithPlatform 选择单平台账户（完全隔离）
 func (s *GatewayService) selectAccountForModelWithPlatform(ctx context.Context, groupID *int64, sessionHash string, requestedModel string, excludedIDs map[int64]struct{}, platform string) (*Account, error) {
-	// 对 Antigravity 平台，检查请求的模型系列是否在分组支持范围内
-	if platform == PlatformAntigravity && groupID != nil && requestedModel != "" {
-		if err := s.checkAntigravityModelScope(ctx, *groupID, requestedModel); err != nil {
-			return nil, err
-		}
-	}
-
 	preferOAuth := platform == PlatformGemini
 	routingAccountIDs := s.routingAccountIDsForRequest(ctx, groupID, requestedModel, platform)
 
@@ -2169,9 +2122,6 @@ func (s *GatewayService) selectAccountForModelWithPlatform(ctx context.Context,
 							_ = s.cache.DeleteSessionAccountID(ctx, derefGroupID(groupID), sessionHash)
 						}
 						if !clearSticky && s.isAccountInGroup(account, groupID) && account.Platform == platform && (requestedModel == "" || s.isModelSupportedByAccountWithContext(ctx, account, requestedModel)) && account.IsSchedulableForModelWithContext(ctx, requestedModel) {
-							if err := s.cache.RefreshSessionTTL(ctx, derefGroupID(groupID), sessionHash, stickySessionTTL); err != nil {
-								log.Printf("refresh session ttl failed: session=%s err=%v", sessionHash, err)
-							}
 							if s.debugModelRoutingEnabled() {
 								log.Printf("[ModelRoutingDebug] legacy routed sticky hit: group_id=%v model=%s session=%s account=%d", derefGroupID(groupID), requestedModel, shortSessionHash(sessionHash), accountID)
 							}
@@ -2272,9 +2222,6 @@ func (s *GatewayService) selectAccountForModelWithPlatform(ctx context.Context,
 						_ = s.cache.DeleteSessionAccountID(ctx, derefGroupID(groupID), sessionHash)
 					}
 					if !clearSticky && s.isAccountInGroup(account, groupID) && account.Platform == platform && (requestedModel == "" || s.isModelSupportedByAccountWithContext(ctx, account, requestedModel)) && account.IsSchedulableForModelWithContext(ctx, requestedModel) {
-						if err := s.cache.RefreshSessionTTL(ctx, derefGroupID(groupID), sessionHash, stickySessionTTL); err != nil {
-							log.Printf("refresh session ttl failed: session=%s err=%v", sessionHash, err)
-						}
 						return account, nil
 					}
 				}
@@ -2383,9 +2330,6 @@ func (s *GatewayService) selectAccountWithMixedScheduling(ctx context.Context, g
 						}
 						if !clearSticky && s.isAccountInGroup(account, groupID) && (requestedModel == "" || s.isModelSupportedByAccountWithContext(ctx, account, requestedModel)) && account.IsSchedulableForModelWithContext(ctx, requestedModel) {
 							if account.Platform == nativePlatform || (account.Platform == PlatformAntigravity && account.IsMixedSchedulingEnabled()) {
-								if err := s.cache.RefreshSessionTTL(ctx, derefGroupID(groupID), sessionHash, stickySessionTTL); err != nil {
-									log.Printf("refresh session ttl failed: session=%s err=%v", sessionHash, err)
-								}
 								if s.debugModelRoutingEnabled() {
 									log.Printf("[ModelRoutingDebug] legacy mixed routed sticky hit: group_id=%v model=%s session=%s account=%d", derefGroupID(groupID), requestedModel, shortSessionHash(sessionHash), accountID)
 								}
@@ -2488,9 +2432,6 @@ func (s *GatewayService) selectAccountWithMixedScheduling(ctx context.Context, g
 					}
 					if !clearSticky && s.isAccountInGroup(account, groupID) && (requestedModel == "" || s.isModelSupportedByAccountWithContext(ctx, account, requestedModel)) && account.IsSchedulableForModelWithContext(ctx, requestedModel) {
 						if account.Platform == nativePlatform || (account.Platform == PlatformAntigravity && account.IsMixedSchedulingEnabled()) {
-							if err := s.cache.RefreshSessionTTL(ctx, derefGroupID(groupID), sessionHash, stickySessionTTL); err != nil {
-								log.Printf("refresh session ttl failed: session=%s err=%v", sessionHash, err)
-							}
 							return account, nil
 						}
 					}
@@ -2767,6 +2708,60 @@ func hasClaudeCodePrefix(text string) bool {
 	return false
 }
 
+// matchesFilterPrefix 检查文本是否匹配任一过滤前缀
+func matchesFilterPrefix(text string) bool {
+	for _, prefix := range systemBlockFilterPrefixes {
+		if strings.HasPrefix(text, prefix) {
+			return true
+		}
+	}
+	return false
+}
+
+// filterSystemBlocksByPrefix 从 body 的 system 中移除文本匹配 systemBlockFilterPrefixes 前缀的元素
+// 直接从 body 解析 system，不依赖外部传入的 parsed.System（因为前置步骤可能已修改 body 中的 system）
+func filterSystemBlocksByPrefix(body []byte) []byte {
+	sys := gjson.GetBytes(body, "system")
+	if !sys.Exists() {
+		return body
+	}
+
+	switch {
+	case sys.Type == gjson.String:
+		if matchesFilterPrefix(sys.Str) {
+			result, err := sjson.DeleteBytes(body, "system")
+			if err != nil {
+				return body
+			}
+			return result
+		}
+	case sys.IsArray():
+		var parsed []any
+		if err := json.Unmarshal([]byte(sys.Raw), &parsed); err != nil {
+			return body
+		}
+		filtered := make([]any, 0, len(parsed))
+		changed := false
+		for _, item := range parsed {
+			if m, ok := item.(map[string]any); ok {
+				if text, ok := m["text"].(string); ok && matchesFilterPrefix(text) {
+					changed = true
+					continue
+				}
+			}
+			filtered = append(filtered, item)
+		}
+		if changed {
+			result, err := sjson.SetBytes(body, "system", filtered)
+			if err != nil {
+				return body
+			}
+			return result
+		}
+	}
+	return body
+}
+
 // injectClaudeCodePrompt 在 system 开头注入 Claude Code 提示词
 // 处理 null、字符串、数组三种格式
 func injectClaudeCodePrompt(body []byte, system any) []byte {
@@ -3046,6 +3041,12 @@ func (s *GatewayService) Forward(ctx context.Context, c *gin.Context, account *A
 		body, reqModel = normalizeClaudeOAuthRequestBody(body, reqModel, normalizeOpts)
 	}
 
+	// OAuth/SetupToken 账号：移除黑名单前缀匹配的 system 元素（如客户端注入的计费元数据）
+	// 放在 inject/normalize 之后，确保不会被覆盖
+	if account.IsOAuth() {
+		body = filterSystemBlocksByPrefix(body)
+	}
+
 	// 强制执行 cache_control 块数量限制（最多 4 个）
 	body = enforceCacheControlLimit(body)
 
@@ -3632,7 +3633,8 @@ func requestNeedsBetaFeatures(body []byte) bool {
 	if tools.Exists() && tools.IsArray() && len(tools.Array()) > 0 {
 		return true
 	}
-	if strings.EqualFold(gjson.GetBytes(body, "thinking.type").String(), "enabled") {
+	thinkingType := gjson.GetBytes(body, "thinking.type").String()
+	if strings.EqualFold(thinkingType, "enabled") || strings.EqualFold(thinkingType, "adaptive") {
 		return true
 	}
 	return false
@@ -4401,6 +4403,14 @@ func (s *GatewayService) parseSSEUsage(data string, usage *ClaudeUsage) {
 		usage.InputTokens = msgStart.Message.Usage.InputTokens
 		usage.CacheCreationInputTokens = msgStart.Message.Usage.CacheCreationInputTokens
 		usage.CacheReadInputTokens = msgStart.Message.Usage.CacheReadInputTokens
+
+		// 解析嵌套的 cache_creation 对象中的 5m/1h 明细
+		cc5m := gjson.Get(data, "message.usage.cache_creation.ephemeral_5m_input_tokens")
+		cc1h := gjson.Get(data, "message.usage.cache_creation.ephemeral_1h_input_tokens")
+		if cc5m.Exists() || cc1h.Exists() {
+			usage.CacheCreation5mTokens = int(cc5m.Int())
+			usage.CacheCreation1hTokens = int(cc1h.Int())
+		}
 	}
 
 	// 解析message_delta获取tokens（兼容GLM等把所有usage放在delta中的API）
@@ -4429,6 +4439,14 @@ func (s *GatewayService) parseSSEUsage(data string, usage *ClaudeUsage) {
 		if msgDelta.Usage.CacheReadInputTokens > 0 {
 			usage.CacheReadInputTokens = msgDelta.Usage.CacheReadInputTokens
 		}
+
+		// 解析嵌套的 cache_creation 对象中的 5m/1h 明细
+		cc5m := gjson.Get(data, "usage.cache_creation.ephemeral_5m_input_tokens")
+		cc1h := gjson.Get(data, "usage.cache_creation.ephemeral_1h_input_tokens")
+		if cc5m.Exists() || cc1h.Exists() {
+			usage.CacheCreation5mTokens = int(cc5m.Int())
+			usage.CacheCreation1hTokens = int(cc1h.Int())
+		}
 	}
 }
 
@@ -4449,6 +4467,14 @@ func (s *GatewayService) handleNonStreamingResponse(ctx context.Context, resp *h
 		return nil, fmt.Errorf("parse response: %w", err)
 	}
 
+	// 解析嵌套的 cache_creation 对象中的 5m/1h 明细
+	cc5m := gjson.GetBytes(body, "usage.cache_creation.ephemeral_5m_input_tokens")
+	cc1h := gjson.GetBytes(body, "usage.cache_creation.ephemeral_1h_input_tokens")
+	if cc5m.Exists() || cc1h.Exists() {
+		response.Usage.CacheCreation5mTokens = int(cc5m.Int())
+		response.Usage.CacheCreation1hTokens = int(cc1h.Int())
+	}
+
 	// 兼容 Kimi cached_tokens → cache_read_input_tokens
 	if response.Usage.CacheReadInputTokens == 0 {
 		cachedTokens := gjson.GetBytes(body, "usage.cached_tokens").Int()
@@ -4566,10 +4592,12 @@ func (s *GatewayService) RecordUsage(ctx context.Context, input *RecordUsageInpu
 	} else {
 		// Token 计费
 		tokens := UsageTokens{
-			InputTokens:         result.Usage.InputTokens,
-			OutputTokens:        result.Usage.OutputTokens,
-			CacheCreationTokens: result.Usage.CacheCreationInputTokens,
-			CacheReadTokens:     result.Usage.CacheReadInputTokens,
+			InputTokens:           result.Usage.InputTokens,
+			OutputTokens:          result.Usage.OutputTokens,
+			CacheCreationTokens:   result.Usage.CacheCreationInputTokens,
+			CacheReadTokens:       result.Usage.CacheReadInputTokens,
+			CacheCreation5mTokens: result.Usage.CacheCreation5mTokens,
+			CacheCreation1hTokens: result.Usage.CacheCreation1hTokens,
 		}
 		var err error
 		cost, err = s.billingService.CalculateCost(result.Model, tokens, multiplier)
@@ -4603,6 +4631,8 @@ func (s *GatewayService) RecordUsage(ctx context.Context, input *RecordUsageInpu
 		OutputTokens:          result.Usage.OutputTokens,
 		CacheCreationTokens:   result.Usage.CacheCreationInputTokens,
 		CacheReadTokens:       result.Usage.CacheReadInputTokens,
+		CacheCreation5mTokens: result.Usage.CacheCreation5mTokens,
+		CacheCreation1hTokens: result.Usage.CacheCreation1hTokens,
 		InputCost:             cost.InputCost,
 		OutputCost:            cost.OutputCost,
 		CacheCreationCost:     cost.CacheCreationCost,
@@ -4747,10 +4777,12 @@ func (s *GatewayService) RecordUsageWithLongContext(ctx context.Context, input *
 	} else {
 		// Token 计费（使用长上下文计费方法）
 		tokens := UsageTokens{
-			InputTokens:         result.Usage.InputTokens,
-			OutputTokens:        result.Usage.OutputTokens,
-			CacheCreationTokens: result.Usage.CacheCreationInputTokens,
-			CacheReadTokens:     result.Usage.CacheReadInputTokens,
+			InputTokens:           result.Usage.InputTokens,
+			OutputTokens:          result.Usage.OutputTokens,
+			CacheCreationTokens:   result.Usage.CacheCreationInputTokens,
+			CacheReadTokens:       result.Usage.CacheReadInputTokens,
+			CacheCreation5mTokens: result.Usage.CacheCreation5mTokens,
+			CacheCreation1hTokens: result.Usage.CacheCreation1hTokens,
 		}
 		var err error
 		cost, err = s.billingService.CalculateCostWithLongContext(result.Model, tokens, multiplier, input.LongContextThreshold, input.LongContextMultiplier)
@@ -4784,6 +4816,8 @@ func (s *GatewayService) RecordUsageWithLongContext(ctx context.Context, input *
 		OutputTokens:          result.Usage.OutputTokens,
 		CacheCreationTokens:   result.Usage.CacheCreationInputTokens,
 		CacheReadTokens:       result.Usage.CacheReadInputTokens,
+		CacheCreation5mTokens: result.Usage.CacheCreation5mTokens,
+		CacheCreation1hTokens: result.Usage.CacheCreation1hTokens,
 		InputCost:             cost.InputCost,
 		OutputCost:            cost.OutputCost,
 		CacheCreationCost:     cost.CacheCreationCost,
@@ -5165,27 +5199,6 @@ func (s *GatewayService) validateUpstreamBaseURL(raw string) (string, error) {
 	return normalized, nil
 }
 
-// checkAntigravityModelScope 检查 Antigravity 平台的模型系列是否在分组支持范围内
-func (s *GatewayService) checkAntigravityModelScope(ctx context.Context, groupID int64, requestedModel string) error {
-	scope, ok := ResolveAntigravityQuotaScope(requestedModel)
-	if !ok {
-		return nil // 无法解析 scope，跳过检查
-	}
-
-	group, err := s.resolveGroupByID(ctx, groupID)
-	if err != nil {
-		return nil // 查询失败时放行
-	}
-	if group == nil {
-		return nil // 分组不存在时放行
-	}
-
-	if !IsScopeSupported(group.SupportedModelScopes, scope) {
-		return ErrModelScopeNotSupported
-	}
-	return nil
-}
-
 // GetAvailableModels returns the list of models available for a group
 // It aggregates model_mapping keys from all schedulable accounts in the group
 func (s *GatewayService) GetAvailableModels(ctx context.Context, groupID *int64, platform string) []string {

backend/internal/service/gateway_service_benchmark_test.go

@@ -14,7 +14,7 @@ func BenchmarkGenerateSessionHash_Metadata(b *testing.B) {
 
 	b.ReportAllocs()
 	for i := 0; i < b.N; i++ {
-		parsed, err := ParseGatewayRequest(body)
+		parsed, err := ParseGatewayRequest(body, "")
 		if err != nil {
 			b.Fatalf("解析请求失败: %v", err)
 		}

backend/internal/service/gemini_error_policy_test.go

@@ -0,0 +1,384 @@
+//go:build unit
+
+package service
+
+import (
+	"context"
+	"net/http"
+	"net/http/httptest"
+	"testing"
+	"time"
+
+	"github.com/Wei-Shaw/sub2api/internal/config"
+	"github.com/gin-gonic/gin"
+	"github.com/stretchr/testify/require"
+)
+
+// ---------------------------------------------------------------------------
+// TestShouldFailoverGeminiUpstreamError — verifies the failover decision
+// for the ErrorPolicyNone path (original logic preserved).
+// ---------------------------------------------------------------------------
+
+func TestShouldFailoverGeminiUpstreamError(t *testing.T) {
+	svc := &GeminiMessagesCompatService{}
+
+	tests := []struct {
+		name       string
+		statusCode int
+		expected   bool
+	}{
+		{"401_failover", 401, true},
+		{"403_failover", 403, true},
+		{"429_failover", 429, true},
+		{"529_failover", 529, true},
+		{"500_failover", 500, true},
+		{"502_failover", 502, true},
+		{"503_failover", 503, true},
+		{"400_no_failover", 400, false},
+		{"404_no_failover", 404, false},
+		{"422_no_failover", 422, false},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			got := svc.shouldFailoverGeminiUpstreamError(tt.statusCode)
+			require.Equal(t, tt.expected, got)
+		})
+	}
+}
+
+// ---------------------------------------------------------------------------
+// TestCheckErrorPolicy_GeminiAccounts — verifies CheckErrorPolicy works
+// correctly for Gemini platform accounts (API Key type).
+// ---------------------------------------------------------------------------
+
+func TestCheckErrorPolicy_GeminiAccounts(t *testing.T) {
+	tests := []struct {
+		name       string
+		account    *Account
+		statusCode int
+		body       []byte
+		expected   ErrorPolicyResult
+	}{
+		{
+			name: "gemini_apikey_custom_codes_hit",
+			account: &Account{
+				ID:       100,
+				Type:     AccountTypeAPIKey,
+				Platform: PlatformGemini,
+				Credentials: map[string]any{
+					"custom_error_codes_enabled": true,
+					"custom_error_codes":         []any{float64(429), float64(500)},
+				},
+			},
+			statusCode: 429,
+			body:       []byte(`{"error":"rate limited"}`),
+			expected:   ErrorPolicyMatched,
+		},
+		{
+			name: "gemini_apikey_custom_codes_miss",
+			account: &Account{
+				ID:       101,
+				Type:     AccountTypeAPIKey,
+				Platform: PlatformGemini,
+				Credentials: map[string]any{
+					"custom_error_codes_enabled": true,
+					"custom_error_codes":         []any{float64(429)},
+				},
+			},
+			statusCode: 500,
+			body:       []byte(`{"error":"internal"}`),
+			expected:   ErrorPolicySkipped,
+		},
+		{
+			name: "gemini_apikey_no_custom_codes_returns_none",
+			account: &Account{
+				ID:       102,
+				Type:     AccountTypeAPIKey,
+				Platform: PlatformGemini,
+			},
+			statusCode: 500,
+			body:       []byte(`{"error":"internal"}`),
+			expected:   ErrorPolicyNone,
+		},
+		{
+			name: "gemini_apikey_temp_unschedulable_hit",
+			account: &Account{
+				ID:       103,
+				Type:     AccountTypeAPIKey,
+				Platform: PlatformGemini,
+				Credentials: map[string]any{
+					"temp_unschedulable_enabled": true,
+					"temp_unschedulable_rules": []any{
+						map[string]any{
+							"error_code":       float64(503),
+							"keywords":         []any{"overloaded"},
+							"duration_minutes": float64(10),
+						},
+					},
+				},
+			},
+			statusCode: 503,
+			body:       []byte(`overloaded service`),
+			expected:   ErrorPolicyTempUnscheduled,
+		},
+		{
+			name: "gemini_custom_codes_override_temp_unschedulable",
+			account: &Account{
+				ID:       104,
+				Type:     AccountTypeAPIKey,
+				Platform: PlatformGemini,
+				Credentials: map[string]any{
+					"custom_error_codes_enabled": true,
+					"custom_error_codes":         []any{float64(503)},
+					"temp_unschedulable_enabled": true,
+					"temp_unschedulable_rules": []any{
+						map[string]any{
+							"error_code":       float64(503),
+							"keywords":         []any{"overloaded"},
+							"duration_minutes": float64(10),
+						},
+					},
+				},
+			},
+			statusCode: 503,
+			body:       []byte(`overloaded`),
+			expected:   ErrorPolicyMatched, // custom codes take precedence
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			repo := &errorPolicyRepoStub{}
+			svc := NewRateLimitService(repo, nil, &config.Config{}, nil, nil)
+
+			result := svc.CheckErrorPolicy(context.Background(), tt.account, tt.statusCode, tt.body)
+			require.Equal(t, tt.expected, result)
+		})
+	}
+}
+
+// ---------------------------------------------------------------------------
+// TestGeminiErrorPolicyIntegration — verifies the Gemini error handling
+// paths produce the correct behavior for each ErrorPolicyResult.
+//
+// These tests simulate the inline error policy switch in handleClaudeCompat
+// and forwardNativeGemini by calling the same methods in the same order.
+// ---------------------------------------------------------------------------
+
+func TestGeminiErrorPolicyIntegration(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+
+	tests := []struct {
+		name                 string
+		account              *Account
+		statusCode           int
+		respBody             []byte
+		expectFailover       bool // expect UpstreamFailoverError
+		expectHandleError    bool // expect handleGeminiUpstreamError to be called
+		expectShouldFailover bool // for None path, whether shouldFailover triggers
+	}{
+		{
+			name: "custom_codes_matched_429_failover",
+			account: &Account{
+				ID:       200,
+				Type:     AccountTypeAPIKey,
+				Platform: PlatformGemini,
+				Credentials: map[string]any{
+					"custom_error_codes_enabled": true,
+					"custom_error_codes":         []any{float64(429)},
+				},
+			},
+			statusCode:        429,
+			respBody:          []byte(`{"error":"rate limited"}`),
+			expectFailover:    true,
+			expectHandleError: true,
+		},
+		{
+			name: "custom_codes_skipped_500_no_failover",
+			account: &Account{
+				ID:       201,
+				Type:     AccountTypeAPIKey,
+				Platform: PlatformGemini,
+				Credentials: map[string]any{
+					"custom_error_codes_enabled": true,
+					"custom_error_codes":         []any{float64(429)},
+				},
+			},
+			statusCode:        500,
+			respBody:          []byte(`{"error":"internal"}`),
+			expectFailover:    false,
+			expectHandleError: false,
+		},
+		{
+			name: "temp_unschedulable_matched_failover",
+			account: &Account{
+				ID:       202,
+				Type:     AccountTypeAPIKey,
+				Platform: PlatformGemini,
+				Credentials: map[string]any{
+					"temp_unschedulable_enabled": true,
+					"temp_unschedulable_rules": []any{
+						map[string]any{
+							"error_code":       float64(503),
+							"keywords":         []any{"overloaded"},
+							"duration_minutes": float64(10),
+						},
+					},
+				},
+			},
+			statusCode:        503,
+			respBody:          []byte(`overloaded`),
+			expectFailover:    true,
+			expectHandleError: true,
+		},
+		{
+			name: "no_policy_429_failover_via_shouldFailover",
+			account: &Account{
+				ID:       203,
+				Type:     AccountTypeAPIKey,
+				Platform: PlatformGemini,
+			},
+			statusCode:           429,
+			respBody:             []byte(`{"error":"rate limited"}`),
+			expectFailover:       true,
+			expectHandleError:    true,
+			expectShouldFailover: true,
+		},
+		{
+			name: "no_policy_400_no_failover",
+			account: &Account{
+				ID:       204,
+				Type:     AccountTypeAPIKey,
+				Platform: PlatformGemini,
+			},
+			statusCode:        400,
+			respBody:          []byte(`{"error":"bad request"}`),
+			expectFailover:    false,
+			expectHandleError: true,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			repo := &geminiErrorPolicyRepo{}
+			rlSvc := NewRateLimitService(repo, nil, &config.Config{}, nil, nil)
+			svc := &GeminiMessagesCompatService{
+				accountRepo:      repo,
+				rateLimitService: rlSvc,
+			}
+
+			writer := httptest.NewRecorder()
+			c, _ := gin.CreateTestContext(writer)
+			c.Request = httptest.NewRequest(http.MethodPost, "/v1/messages", nil)
+
+			// Simulate the Claude compat error handling path (same logic as native).
+			// This mirrors the inline switch in handleClaudeCompat.
+			var handleErrorCalled bool
+			var gotFailover bool
+
+			ctx := context.Background()
+			statusCode := tt.statusCode
+			respBody := tt.respBody
+			account := tt.account
+			headers := http.Header{}
+
+			if svc.rateLimitService != nil {
+				switch svc.rateLimitService.CheckErrorPolicy(ctx, account, statusCode, respBody) {
+				case ErrorPolicySkipped:
+					// Skipped → return error directly (no handleGeminiUpstreamError, no failover)
+					gotFailover = false
+					handleErrorCalled = false
+					goto verify
+				case ErrorPolicyMatched, ErrorPolicyTempUnscheduled:
+					svc.handleGeminiUpstreamError(ctx, account, statusCode, headers, respBody)
+					handleErrorCalled = true
+					gotFailover = true
+					goto verify
+				}
+			}
+
+			// ErrorPolicyNone → original logic
+			svc.handleGeminiUpstreamError(ctx, account, statusCode, headers, respBody)
+			handleErrorCalled = true
+			if svc.shouldFailoverGeminiUpstreamError(statusCode) {
+				gotFailover = true
+			}
+
+		verify:
+			require.Equal(t, tt.expectFailover, gotFailover, "failover mismatch")
+			require.Equal(t, tt.expectHandleError, handleErrorCalled, "handleGeminiUpstreamError call mismatch")
+
+			if tt.expectShouldFailover {
+				require.True(t, svc.shouldFailoverGeminiUpstreamError(statusCode),
+					"shouldFailoverGeminiUpstreamError should return true for status %d", statusCode)
+			}
+		})
+	}
+}
+
+// ---------------------------------------------------------------------------
+// TestGeminiErrorPolicy_NilRateLimitService — verifies nil safety
+// ---------------------------------------------------------------------------
+
+func TestGeminiErrorPolicy_NilRateLimitService(t *testing.T) {
+	svc := &GeminiMessagesCompatService{
+		rateLimitService: nil,
+	}
+
+	// When rateLimitService is nil, error policy is skipped → falls through to
+	// shouldFailoverGeminiUpstreamError (original logic).
+	// Verify this doesn't panic and follows expected behavior.
+
+	ctx := context.Background()
+	account := &Account{
+		ID:       300,
+		Type:     AccountTypeAPIKey,
+		Platform: PlatformGemini,
+		Credentials: map[string]any{
+			"custom_error_codes_enabled": true,
+			"custom_error_codes":         []any{float64(429)},
+		},
+	}
+
+	// The nil check should prevent CheckErrorPolicy from being called
+	if svc.rateLimitService != nil {
+		t.Fatal("rateLimitService should be nil for this test")
+	}
+
+	// shouldFailoverGeminiUpstreamError still works
+	require.True(t, svc.shouldFailoverGeminiUpstreamError(429))
+	require.False(t, svc.shouldFailoverGeminiUpstreamError(400))
+
+	// handleGeminiUpstreamError should not panic with nil rateLimitService
+	require.NotPanics(t, func() {
+		svc.handleGeminiUpstreamError(ctx, account, 500, http.Header{}, []byte(`error`))
+	})
+}
+
+// ---------------------------------------------------------------------------
+// geminiErrorPolicyRepo — minimal AccountRepository stub for Gemini error
+// policy tests. Embeds mockAccountRepoForGemini and adds tracking.
+// ---------------------------------------------------------------------------
+
+type geminiErrorPolicyRepo struct {
+	mockAccountRepoForGemini
+	setErrorCalls       int
+	setRateLimitedCalls int
+	setTempCalls        int
+}
+
+func (r *geminiErrorPolicyRepo) SetError(_ context.Context, _ int64, _ string) error {
+	r.setErrorCalls++
+	return nil
+}
+
+func (r *geminiErrorPolicyRepo) SetRateLimited(_ context.Context, _ int64, _ time.Time) error {
+	r.setRateLimitedCalls++
+	return nil
+}
+
+func (r *geminiErrorPolicyRepo) SetTempUnschedulable(_ context.Context, _ int64, _ time.Time, _ string) error {
+	r.setTempCalls++
+	return nil
+}

backend/internal/service/gemini_messages_compat_service.go

@@ -560,10 +560,7 @@ func (s *GeminiMessagesCompatService) Forward(ctx context.Context, c *gin.Contex
 				return nil, "", errors.New("gemini api_key not configured")
 			}
 
-			baseURL := strings.TrimSpace(account.GetCredential("base_url"))
-			if baseURL == "" {
-				baseURL = geminicli.AIStudioBaseURL
-			}
+			baseURL := account.GetGeminiBaseURL(geminicli.AIStudioBaseURL)
 			normalizedBaseURL, err := s.validateUpstreamBaseURL(baseURL)
 			if err != nil {
 				return nil, "", err
@@ -640,10 +637,7 @@ func (s *GeminiMessagesCompatService) Forward(ctx context.Context, c *gin.Contex
 				return upstreamReq, "x-request-id", nil
 			} else {
 				// Mode 2: AI Studio API with OAuth (like API key mode, but using Bearer token)
-				baseURL := strings.TrimSpace(account.GetCredential("base_url"))
-				if baseURL == "" {
-					baseURL = geminicli.AIStudioBaseURL
-				}
+				baseURL := account.GetGeminiBaseURL(geminicli.AIStudioBaseURL)
 				normalizedBaseURL, err := s.validateUpstreamBaseURL(baseURL)
 				if err != nil {
 					return nil, "", err
@@ -776,6 +770,14 @@ func (s *GeminiMessagesCompatService) Forward(ctx context.Context, c *gin.Contex
 			break
 		}
 
+		// 错误策略优先：匹配则跳过重试直接处理。
+		if matched, rebuilt := s.checkErrorPolicyInLoop(ctx, account, resp); matched {
+			resp = rebuilt
+			break
+		} else {
+			resp = rebuilt
+		}
+
 		if resp.StatusCode >= 400 && s.shouldRetryGeminiUpstreamError(account, resp.StatusCode) {
 			respBody, _ := io.ReadAll(io.LimitReader(resp.Body, 2<<20))
 			_ = resp.Body.Close()
@@ -837,37 +839,77 @@ func (s *GeminiMessagesCompatService) Forward(ctx context.Context, c *gin.Contex
 
 	if resp.StatusCode >= 400 {
 		respBody, _ := io.ReadAll(io.LimitReader(resp.Body, 2<<20))
-		tempMatched := false
+		// 统一错误策略：自定义错误码 + 临时不可调度
 		if s.rateLimitService != nil {
-			tempMatched = s.rateLimitService.HandleTempUnschedulable(ctx, account, resp.StatusCode, respBody)
-		}
-		s.handleGeminiUpstreamError(ctx, account, resp.StatusCode, resp.Header, respBody)
-		if tempMatched {
-			upstreamReqID := resp.Header.Get(requestIDHeader)
-			if upstreamReqID == "" {
-				upstreamReqID = resp.Header.Get("x-goog-request-id")
-			}
-			upstreamMsg := strings.TrimSpace(extractUpstreamErrorMessage(respBody))
-			upstreamMsg = sanitizeUpstreamErrorMessage(upstreamMsg)
-			upstreamDetail := ""
-			if s.cfg != nil && s.cfg.Gateway.LogUpstreamErrorBody {
-				maxBytes := s.cfg.Gateway.LogUpstreamErrorBodyMaxBytes
-				if maxBytes <= 0 {
-					maxBytes = 2048
+			switch s.rateLimitService.CheckErrorPolicy(ctx, account, resp.StatusCode, respBody) {
+			case ErrorPolicySkipped:
+				upstreamReqID := resp.Header.Get(requestIDHeader)
+				if upstreamReqID == "" {
+					upstreamReqID = resp.Header.Get("x-goog-request-id")
 				}
-				upstreamDetail = truncateString(string(respBody), maxBytes)
+				return nil, s.writeGeminiMappedError(c, account, http.StatusInternalServerError, upstreamReqID, respBody)
+			case ErrorPolicyMatched, ErrorPolicyTempUnscheduled:
+				s.handleGeminiUpstreamError(ctx, account, resp.StatusCode, resp.Header, respBody)
+				upstreamReqID := resp.Header.Get(requestIDHeader)
+				if upstreamReqID == "" {
+					upstreamReqID = resp.Header.Get("x-goog-request-id")
+				}
+				upstreamMsg := strings.TrimSpace(extractUpstreamErrorMessage(respBody))
+				upstreamMsg = sanitizeUpstreamErrorMessage(upstreamMsg)
+				upstreamDetail := ""
+				if s.cfg != nil && s.cfg.Gateway.LogUpstreamErrorBody {
+					maxBytes := s.cfg.Gateway.LogUpstreamErrorBodyMaxBytes
+					if maxBytes <= 0 {
+						maxBytes = 2048
+					}
+					upstreamDetail = truncateString(string(respBody), maxBytes)
+				}
+				appendOpsUpstreamError(c, OpsUpstreamErrorEvent{
+					Platform:           account.Platform,
+					AccountID:          account.ID,
+					AccountName:        account.Name,
+					UpstreamStatusCode: resp.StatusCode,
+					UpstreamRequestID:  upstreamReqID,
+					Kind:               "failover",
+					Message:            upstreamMsg,
+					Detail:             upstreamDetail,
+				})
+				return nil, &UpstreamFailoverError{StatusCode: resp.StatusCode, ResponseBody: respBody}
+			}
+		}
+
+		// ErrorPolicyNone → 原有逻辑
+		s.handleGeminiUpstreamError(ctx, account, resp.StatusCode, resp.Header, respBody)
+		// 精确匹配服务端配置类 400 错误，触发 failover + 临时封禁
+		if resp.StatusCode == http.StatusBadRequest {
+			msg400 := strings.ToLower(strings.TrimSpace(extractUpstreamErrorMessage(respBody)))
+			if isGoogleProjectConfigError(msg400) {
+				upstreamReqID := resp.Header.Get(requestIDHeader)
+				if upstreamReqID == "" {
+					upstreamReqID = resp.Header.Get("x-goog-request-id")
+				}
+				upstreamMsg := sanitizeUpstreamErrorMessage(strings.TrimSpace(extractUpstreamErrorMessage(respBody)))
+				upstreamDetail := ""
+				if s.cfg != nil && s.cfg.Gateway.LogUpstreamErrorBody {
+					maxBytes := s.cfg.Gateway.LogUpstreamErrorBodyMaxBytes
+					if maxBytes <= 0 {
+						maxBytes = 2048
+					}
+					upstreamDetail = truncateString(string(respBody), maxBytes)
+				}
+				log.Printf("[Gemini] status=400 google_config_error failover=true upstream_message=%q account=%d", upstreamMsg, account.ID)
+				appendOpsUpstreamError(c, OpsUpstreamErrorEvent{
+					Platform:           account.Platform,
+					AccountID:          account.ID,
+					AccountName:        account.Name,
+					UpstreamStatusCode: resp.StatusCode,
+					UpstreamRequestID:  upstreamReqID,
+					Kind:               "failover",
+					Message:            upstreamMsg,
+					Detail:             upstreamDetail,
+				})
+				return nil, &UpstreamFailoverError{StatusCode: resp.StatusCode, ResponseBody: respBody, RetryableOnSameAccount: true}
 			}
-			appendOpsUpstreamError(c, OpsUpstreamErrorEvent{
-				Platform:           account.Platform,
-				AccountID:          account.ID,
-				AccountName:        account.Name,
-				UpstreamStatusCode: resp.StatusCode,
-				UpstreamRequestID:  upstreamReqID,
-				Kind:               "failover",
-				Message:            upstreamMsg,
-				Detail:             upstreamDetail,
-			})
-			return nil, &UpstreamFailoverError{StatusCode: resp.StatusCode, ResponseBody: respBody}
 		}
 		if s.shouldFailoverGeminiUpstreamError(resp.StatusCode) {
 			upstreamReqID := resp.Header.Get(requestIDHeader)
@@ -1026,10 +1068,7 @@ func (s *GeminiMessagesCompatService) ForwardNative(ctx context.Context, c *gin.
 				return nil, "", errors.New("gemini api_key not configured")
 			}
 
-			baseURL := strings.TrimSpace(account.GetCredential("base_url"))
-			if baseURL == "" {
-				baseURL = geminicli.AIStudioBaseURL
-			}
+			baseURL := account.GetGeminiBaseURL(geminicli.AIStudioBaseURL)
 			normalizedBaseURL, err := s.validateUpstreamBaseURL(baseURL)
 			if err != nil {
 				return nil, "", err
@@ -1097,10 +1136,7 @@ func (s *GeminiMessagesCompatService) ForwardNative(ctx context.Context, c *gin.
 				return upstreamReq, "x-request-id", nil
 			} else {
 				// Mode 2: AI Studio API with OAuth (like API key mode, but using Bearer token)
-				baseURL := strings.TrimSpace(account.GetCredential("base_url"))
-				if baseURL == "" {
-					baseURL = geminicli.AIStudioBaseURL
-				}
+				baseURL := account.GetGeminiBaseURL(geminicli.AIStudioBaseURL)
 				normalizedBaseURL, err := s.validateUpstreamBaseURL(baseURL)
 				if err != nil {
 					return nil, "", err
@@ -1179,6 +1215,14 @@ func (s *GeminiMessagesCompatService) ForwardNative(ctx context.Context, c *gin.
 			return nil, s.writeGoogleError(c, http.StatusBadGateway, "Upstream request failed after retries: "+safeErr)
 		}
 
+		// 错误策略优先：匹配则跳过重试直接处理。
+		if matched, rebuilt := s.checkErrorPolicyInLoop(ctx, account, resp); matched {
+			resp = rebuilt
+			break
+		} else {
+			resp = rebuilt
+		}
+
 		if resp.StatusCode >= 400 && s.shouldRetryGeminiUpstreamError(account, resp.StatusCode) {
 			respBody, _ := io.ReadAll(io.LimitReader(resp.Body, 2<<20))
 			_ = resp.Body.Close()
@@ -1261,14 +1305,9 @@ func (s *GeminiMessagesCompatService) ForwardNative(ctx context.Context, c *gin.
 
 	if resp.StatusCode >= 400 {
 		respBody, _ := io.ReadAll(io.LimitReader(resp.Body, 2<<20))
-		tempMatched := false
-		if s.rateLimitService != nil {
-			tempMatched = s.rateLimitService.HandleTempUnschedulable(ctx, account, resp.StatusCode, respBody)
-		}
-		s.handleGeminiUpstreamError(ctx, account, resp.StatusCode, resp.Header, respBody)
-
 		// Best-effort fallback for OAuth tokens missing AI Studio scopes when calling countTokens.
 		// This avoids Gemini SDKs failing hard during preflight token counting.
+		// Checked before error policy so it always works regardless of custom error codes.
 		if action == "countTokens" && isOAuth && isGeminiInsufficientScope(resp.Header, respBody) {
 			estimated := estimateGeminiCountTokens(body)
 			c.JSON(http.StatusOK, map[string]any{"totalTokens": estimated})
@@ -1282,29 +1321,73 @@ func (s *GeminiMessagesCompatService) ForwardNative(ctx context.Context, c *gin.
 			}, nil
 		}
 
-		if tempMatched {
-			evBody := unwrapIfNeeded(isOAuth, respBody)
-			upstreamMsg := strings.TrimSpace(extractUpstreamErrorMessage(evBody))
-			upstreamMsg = sanitizeUpstreamErrorMessage(upstreamMsg)
-			upstreamDetail := ""
-			if s.cfg != nil && s.cfg.Gateway.LogUpstreamErrorBody {
-				maxBytes := s.cfg.Gateway.LogUpstreamErrorBodyMaxBytes
-				if maxBytes <= 0 {
-					maxBytes = 2048
+		// 统一错误策略：自定义错误码 + 临时不可调度
+		if s.rateLimitService != nil {
+			switch s.rateLimitService.CheckErrorPolicy(ctx, account, resp.StatusCode, respBody) {
+			case ErrorPolicySkipped:
+				respBody = unwrapIfNeeded(isOAuth, respBody)
+				contentType := resp.Header.Get("Content-Type")
+				if contentType == "" {
+					contentType = "application/json"
 				}
-				upstreamDetail = truncateString(string(evBody), maxBytes)
+				c.Data(http.StatusInternalServerError, contentType, respBody)
+				return nil, fmt.Errorf("gemini upstream error: %d (skipped by error policy)", resp.StatusCode)
+			case ErrorPolicyMatched, ErrorPolicyTempUnscheduled:
+				s.handleGeminiUpstreamError(ctx, account, resp.StatusCode, resp.Header, respBody)
+				evBody := unwrapIfNeeded(isOAuth, respBody)
+				upstreamMsg := strings.TrimSpace(extractUpstreamErrorMessage(evBody))
+				upstreamMsg = sanitizeUpstreamErrorMessage(upstreamMsg)
+				upstreamDetail := ""
+				if s.cfg != nil && s.cfg.Gateway.LogUpstreamErrorBody {
+					maxBytes := s.cfg.Gateway.LogUpstreamErrorBodyMaxBytes
+					if maxBytes <= 0 {
+						maxBytes = 2048
+					}
+					upstreamDetail = truncateString(string(evBody), maxBytes)
+				}
+				appendOpsUpstreamError(c, OpsUpstreamErrorEvent{
+					Platform:           account.Platform,
+					AccountID:          account.ID,
+					AccountName:        account.Name,
+					UpstreamStatusCode: resp.StatusCode,
+					UpstreamRequestID:  requestID,
+					Kind:               "failover",
+					Message:            upstreamMsg,
+					Detail:             upstreamDetail,
+				})
+				return nil, &UpstreamFailoverError{StatusCode: resp.StatusCode, ResponseBody: respBody}
+			}
+		}
+
+		// ErrorPolicyNone → 原有逻辑
+		s.handleGeminiUpstreamError(ctx, account, resp.StatusCode, resp.Header, respBody)
+		// 精确匹配服务端配置类 400 错误，触发 failover + 临时封禁
+		if resp.StatusCode == http.StatusBadRequest {
+			msg400 := strings.ToLower(strings.TrimSpace(extractUpstreamErrorMessage(respBody)))
+			if isGoogleProjectConfigError(msg400) {
+				evBody := unwrapIfNeeded(isOAuth, respBody)
+				upstreamMsg := sanitizeUpstreamErrorMessage(strings.TrimSpace(extractUpstreamErrorMessage(evBody)))
+				upstreamDetail := ""
+				if s.cfg != nil && s.cfg.Gateway.LogUpstreamErrorBody {
+					maxBytes := s.cfg.Gateway.LogUpstreamErrorBodyMaxBytes
+					if maxBytes <= 0 {
+						maxBytes = 2048
+					}
+					upstreamDetail = truncateString(string(evBody), maxBytes)
+				}
+				log.Printf("[Gemini] status=400 google_config_error failover=true upstream_message=%q account=%d", upstreamMsg, account.ID)
+				appendOpsUpstreamError(c, OpsUpstreamErrorEvent{
+					Platform:           account.Platform,
+					AccountID:          account.ID,
+					AccountName:        account.Name,
+					UpstreamStatusCode: resp.StatusCode,
+					UpstreamRequestID:  requestID,
+					Kind:               "failover",
+					Message:            upstreamMsg,
+					Detail:             upstreamDetail,
+				})
+				return nil, &UpstreamFailoverError{StatusCode: resp.StatusCode, ResponseBody: evBody, RetryableOnSameAccount: true}
 			}
-			appendOpsUpstreamError(c, OpsUpstreamErrorEvent{
-				Platform:           account.Platform,
-				AccountID:          account.ID,
-				AccountName:        account.Name,
-				UpstreamStatusCode: resp.StatusCode,
-				UpstreamRequestID:  requestID,
-				Kind:               "failover",
-				Message:            upstreamMsg,
-				Detail:             upstreamDetail,
-			})
-			return nil, &UpstreamFailoverError{StatusCode: resp.StatusCode, ResponseBody: respBody}
 		}
 		if s.shouldFailoverGeminiUpstreamError(resp.StatusCode) {
 			evBody := unwrapIfNeeded(isOAuth, respBody)
@@ -1417,6 +1500,26 @@ func (s *GeminiMessagesCompatService) ForwardNative(ctx context.Context, c *gin.
 	}, nil
 }
 
+// checkErrorPolicyInLoop 在重试循环内预检查错误策略。
+// 返回 true 表示策略已匹配（调用者应 break），resp 已重建可直接使用。
+// 返回 false 表示 ErrorPolicyNone，resp 已重建，调用者继续走重试逻辑。
+func (s *GeminiMessagesCompatService) checkErrorPolicyInLoop(
+	ctx context.Context, account *Account, resp *http.Response,
+) (matched bool, rebuilt *http.Response) {
+	if resp.StatusCode < 400 || s.rateLimitService == nil {
+		return false, resp
+	}
+	body, _ := io.ReadAll(io.LimitReader(resp.Body, 2<<20))
+	_ = resp.Body.Close()
+	rebuilt = &http.Response{
+		StatusCode: resp.StatusCode,
+		Header:     resp.Header.Clone(),
+		Body:       io.NopCloser(bytes.NewReader(body)),
+	}
+	policy := s.rateLimitService.CheckErrorPolicy(ctx, account, resp.StatusCode, body)
+	return policy != ErrorPolicyNone, rebuilt
+}
+
 func (s *GeminiMessagesCompatService) shouldRetryGeminiUpstreamError(account *Account, statusCode int) bool {
 	switch statusCode {
 	case 429, 500, 502, 503, 504, 529:
@@ -2420,10 +2523,7 @@ func (s *GeminiMessagesCompatService) ForwardAIStudioGET(ctx context.Context, ac
 		return nil, errors.New("invalid path")
 	}
 
-	baseURL := strings.TrimSpace(account.GetCredential("base_url"))
-	if baseURL == "" {
-		baseURL = geminicli.AIStudioBaseURL
-	}
+	baseURL := account.GetGeminiBaseURL(geminicli.AIStudioBaseURL)
 	normalizedBaseURL, err := s.validateUpstreamBaseURL(baseURL)
 	if err != nil {
 		return nil, err
@@ -2563,11 +2663,12 @@ func extractGeminiUsage(geminiResp map[string]any) *ClaudeUsage {
 	prompt, _ := asInt(usageMeta["promptTokenCount"])
 	cand, _ := asInt(usageMeta["candidatesTokenCount"])
 	cached, _ := asInt(usageMeta["cachedContentTokenCount"])
+	thoughts, _ := asInt(usageMeta["thoughtsTokenCount"])
 	// 注意：Gemini 的 promptTokenCount 包含 cachedContentTokenCount，
 	// 但 Claude 的 input_tokens 不包含 cache_read_input_tokens，需要减去
 	return &ClaudeUsage{
 		InputTokens:          prompt - cached,
-		OutputTokens:         cand,
+		OutputTokens:         cand + thoughts,
 		CacheReadInputTokens: cached,
 	}
 }
@@ -2592,6 +2693,10 @@ func asInt(v any) (int, bool) {
 }
 
 func (s *GeminiMessagesCompatService) handleGeminiUpstreamError(ctx context.Context, account *Account, statusCode int, headers http.Header, body []byte) {
+	// 遵守自定义错误码策略：未命中则跳过所有限流处理
+	if !account.ShouldHandleErrorCode(statusCode) {
+		return
+	}
 	if s.rateLimitService != nil && (statusCode == 401 || statusCode == 403 || statusCode == 529) {
 		s.rateLimitService.HandleUpstreamError(ctx, account, statusCode, headers, body)
 		return

backend/internal/service/gemini_messages_compat_service_test.go

@@ -4,6 +4,8 @@ import (
 	"encoding/json"
 	"strings"
 	"testing"
+
+	"github.com/stretchr/testify/require"
 )
 
 // TestConvertClaudeToolsToGeminiTools_CustomType 测试custom类型工具转换
@@ -203,3 +205,70 @@ func TestEnsureGeminiFunctionCallThoughtSignatures_InsertsWhenMissing(t *testing
 		t.Fatalf("expected injected thoughtSignature %q, got: %s", geminiDummyThoughtSignature, s)
 	}
 }
+
+func TestExtractGeminiUsage_ThoughtsTokenCount(t *testing.T) {
+	tests := []struct {
+		name          string
+		resp          map[string]any
+		wantInput     int
+		wantOutput    int
+		wantCacheRead int
+		wantNil       bool
+	}{
+		{
+			name: "with thoughtsTokenCount",
+			resp: map[string]any{
+				"usageMetadata": map[string]any{
+					"promptTokenCount":     float64(100),
+					"candidatesTokenCount": float64(20),
+					"thoughtsTokenCount":   float64(50),
+				},
+			},
+			wantInput:  100,
+			wantOutput: 70,
+		},
+		{
+			name: "with thoughtsTokenCount and cache",
+			resp: map[string]any{
+				"usageMetadata": map[string]any{
+					"promptTokenCount":        float64(100),
+					"candidatesTokenCount":    float64(20),
+					"cachedContentTokenCount": float64(30),
+					"thoughtsTokenCount":      float64(50),
+				},
+			},
+			wantInput:     70,
+			wantOutput:    70,
+			wantCacheRead: 30,
+		},
+		{
+			name: "without thoughtsTokenCount (old model)",
+			resp: map[string]any{
+				"usageMetadata": map[string]any{
+					"promptTokenCount":     float64(100),
+					"candidatesTokenCount": float64(20),
+				},
+			},
+			wantInput:  100,
+			wantOutput: 20,
+		},
+		{
+			name:    "no usageMetadata",
+			resp:    map[string]any{},
+			wantNil: true,
+		},
+	}
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			usage := extractGeminiUsage(tt.resp)
+			if tt.wantNil {
+				require.Nil(t, usage)
+				return
+			}
+			require.NotNil(t, usage)
+			require.Equal(t, tt.wantInput, usage.InputTokens)
+			require.Equal(t, tt.wantOutput, usage.OutputTokens)
+			require.Equal(t, tt.wantCacheRead, usage.CacheReadInputTokens)
+		})
+	}
+}

backend/internal/service/gemini_multiplatform_test.go

@@ -66,12 +66,15 @@ func (m *mockAccountRepoForGemini) Create(ctx context.Context, account *Account)
 func (m *mockAccountRepoForGemini) GetByCRSAccountID(ctx context.Context, crsAccountID string) (*Account, error) {
 	return nil, nil
 }
+func (m *mockAccountRepoForGemini) ListCRSAccountIDs(ctx context.Context) (map[string]int64, error) {
+	return nil, nil
+}
 func (m *mockAccountRepoForGemini) Update(ctx context.Context, account *Account) error { return nil }
 func (m *mockAccountRepoForGemini) Delete(ctx context.Context, id int64) error         { return nil }
 func (m *mockAccountRepoForGemini) List(ctx context.Context, params pagination.PaginationParams) ([]Account, *pagination.PaginationResult, error) {
 	return nil, nil, nil
 }
-func (m *mockAccountRepoForGemini) ListWithFilters(ctx context.Context, params pagination.PaginationParams, platform, accountType, status, search string) ([]Account, *pagination.PaginationResult, error) {
+func (m *mockAccountRepoForGemini) ListWithFilters(ctx context.Context, params pagination.PaginationParams, platform, accountType, status, search string, groupID int64) ([]Account, *pagination.PaginationResult, error) {
 	return nil, nil, nil
 }
 func (m *mockAccountRepoForGemini) ListByGroup(ctx context.Context, groupID int64) ([]Account, error) {
@@ -133,9 +136,6 @@ func (m *mockAccountRepoForGemini) ListSchedulableByGroupIDAndPlatforms(ctx cont
 func (m *mockAccountRepoForGemini) SetRateLimited(ctx context.Context, id int64, resetAt time.Time) error {
 	return nil
 }
-func (m *mockAccountRepoForGemini) SetAntigravityQuotaScopeLimit(ctx context.Context, id int64, scope AntigravityQuotaScope, resetAt time.Time) error {
-	return nil
-}
 func (m *mockAccountRepoForGemini) SetModelRateLimit(ctx context.Context, id int64, scope string, resetAt time.Time) error {
 	return nil
 }
@@ -226,6 +226,10 @@ func (m *mockGroupRepoForGemini) GetAccountIDsByGroupIDs(ctx context.Context, gr
 	return nil, nil
 }
 
+func (m *mockGroupRepoForGemini) UpdateSortOrders(ctx context.Context, updates []GroupSortOrderUpdate) error {
+	return nil
+}
+
 var _ GroupRepository = (*mockGroupRepoForGemini)(nil)
 
 // mockGatewayCacheForGemini Gemini 测试用的 cache mock
@@ -265,22 +269,6 @@ func (m *mockGatewayCacheForGemini) DeleteSessionAccountID(ctx context.Context,
 	return nil
 }
 
-func (m *mockGatewayCacheForGemini) IncrModelCallCount(ctx context.Context, accountID int64, model string) (int64, error) {
-	return 0, nil
-}
-
-func (m *mockGatewayCacheForGemini) GetModelLoadBatch(ctx context.Context, accountIDs []int64, model string) (map[int64]*ModelLoadInfo, error) {
-	return nil, nil
-}
-
-func (m *mockGatewayCacheForGemini) FindGeminiSession(ctx context.Context, groupID int64, prefixHash, digestChain string) (uuid string, accountID int64, found bool) {
-	return "", 0, false
-}
-
-func (m *mockGatewayCacheForGemini) SaveGeminiSession(ctx context.Context, groupID int64, prefixHash, digestChain, uuid string, accountID int64) error {
-	return nil
-}
-
 // TestGeminiMessagesCompatService_SelectAccountForModelWithExclusions_GeminiPlatform 测试 Gemini 单平台选择
 func TestGeminiMessagesCompatService_SelectAccountForModelWithExclusions_GeminiPlatform(t *testing.T) {
 	ctx := context.Background()