diff --git a/web/src/components/deer-flow/markdown.tsx b/web/src/components/deer-flow/markdown.tsx
index 567bae3..6786b18 100644
--- a/web/src/components/deer-flow/markdown.tsx
+++ b/web/src/components/deer-flow/markdown.tsx
@@ -14,7 +14,7 @@ import "katex/dist/katex.min.css";
 import { Button } from "~/components/ui/button";
 import { rehypeSplitWordsIntoSpans } from "~/core/rehype";
 import { katexOptions } from "~/core/markdown/katex";
-import { autoFixMarkdown } from "~/core/utils/markdown";
+import { autoFixMarkdown, normalizeMathForDisplay } from "~/core/utils/markdown";
 import { cn } from "~/lib/utils";
 
 import Image from "./image";
@@ -70,7 +70,7 @@ export function Markdown({
         {...props}
       >
         {autoFixMarkdown(
-          dropMarkdownQuote(processKatexInMarkdown(children ?? "")) ?? "",
+          dropMarkdownQuote(normalizeMathForDisplay(children ?? "")) ?? "",
         )}
       </ReactMarkdown>
       {enableCopy && typeof children === "string" && (
@@ -112,20 +112,7 @@ function CopyButton({ content }: { content: string }) {
   );
 }
 
-function processKatexInMarkdown(markdown?: string | null) {
-  if (!markdown) return markdown;
 
-  const markdownWithKatexSyntax = markdown
-    .replace(/\\\\\[/g, "$$$$") // Replace '\\[' with '$$'
-    .replace(/\\\\\]/g, "$$$$") // Replace '\\]' with '$$'
-    .replace(/\\\\\(/g, "$$$$") // Replace '\\(' with '$$'
-    .replace(/\\\\\)/g, "$$$$") // Replace '\\)' with '$$'
-    .replace(/\\\[/g, "$$$$") // Replace '\[' with '$$'
-    .replace(/\\\]/g, "$$$$") // Replace '\]' with '$$'
-    .replace(/\\\(/g, "$$$$") // Replace '\(' with '$$'
-    .replace(/\\\)/g, "$$$$"); // Replace '\)' with '$$';
-  return markdownWithKatexSyntax;
-}
 
 function dropMarkdownQuote(markdown?: string | null): string | null {
   if (!markdown) return null;
diff --git a/web/src/components/editor/extensions.tsx b/web/src/components/editor/extensions.tsx
index 2cd4c9f..ffd7664 100644
--- a/web/src/components/editor/extensions.tsx
+++ b/web/src/components/editor/extensions.tsx
@@ -10,7 +10,6 @@ import {
   GlobalDragHandle,
   HighlightExtension,
   HorizontalRule,
-  Mathematics,
   Placeholder,
   StarterKit,
   TaskItem,
@@ -31,6 +30,7 @@ import { TableRow } from "@tiptap/extension-table-row";
 import { TableCell } from "@tiptap/extension-table-cell";
 import { cx } from "class-variance-authority";
 import { common, createLowlight } from "lowlight";
+import { MathematicsWithMarkdown } from "./math-serializer";
 
 //TODO I am using cx here to get tailwind autocomplete working, idk if someone else can write a regex to just capture the class key in objects
 const aiHighlight = AIHighlight;
@@ -132,7 +132,7 @@ const twitter = Twitter.configure({
   inline: false,
 });
 
-const mathematics = Mathematics.configure({
+const mathematics = MathematicsWithMarkdown.configure({
   HTMLAttributes: {
     class: cx("text-foreground rounded p-1 hover:bg-accent cursor-pointer"),
   },
diff --git a/web/src/components/editor/index.tsx b/web/src/components/editor/index.tsx
index 87ccc56..88dfaf7 100644
--- a/web/src/components/editor/index.tsx
+++ b/web/src/components/editor/index.tsx
@@ -31,6 +31,7 @@ import GenerativeMenuSwitch from "./generative/generative-menu-switch";
 import { uploadFn } from "./image-upload";
 import { TextButtons } from "./selectors/text-buttons";
 import { slashCommand, suggestionItems } from "./slash-command";
+import { normalizeMathForEditor } from "~/core/utils/markdown";
 // import { defaultEditorContent } from "./content";
 
 import "~/styles/prosemirror.css";
@@ -45,7 +46,13 @@ export interface ReportEditorProps {
 }
 
 const ReportEditor = ({ content, onMarkdownChange }: ReportEditorProps) => {
-  const [initialContent, setInitialContent] = useState<Content>(() => content);
+  const [initialContent, setInitialContent] = useState<Content>(() => {
+    // Normalize math delimiters for editor consumption
+    if (typeof content === "string") {
+      return normalizeMathForEditor(content);
+    }
+    return content;
+  });
   const [saveStatus, setSaveStatus] = useState("Saved");
 
   const [openNode, setOpenNode] = useState(false);
diff --git a/web/src/components/editor/math-serializer.ts b/web/src/components/editor/math-serializer.ts
new file mode 100644
index 0000000..d23b611
--- /dev/null
+++ b/web/src/components/editor/math-serializer.ts
@@ -0,0 +1,34 @@
+// Copyright (c) 2025 Bytedance Ltd. and/or its affiliates
+// SPDX-License-Identifier: MIT
+
+import { Mathematics } from "novel";
+
+/**
+ * Extended Mathematics extension with markdown serialization support
+ * Handles both inline math ($...$) and block/display math ($$...$$)
+ */
+export const MathematicsWithMarkdown = Mathematics.extend({
+  addStorage() {
+    return {
+      markdown: {
+        serialize(state: any, node: any) {
+          const latex = node.attrs?.latex || "";
+          const isBlock = node.attrs?.display === true;
+          
+          if (isBlock) {
+            // Block/display math: $$...$$
+            state.write("$$");
+            state.write(latex);
+            state.write("$$");
+            state.closeBlock(node);
+          } else {
+            // Inline math: $...$
+            state.write("$");
+            state.write(latex);
+            state.write("$");
+          }
+        },
+      },
+    };
+  },
+});
diff --git a/web/src/core/utils/markdown.ts b/web/src/core/utils/markdown.ts
index 8b4a70f..50add92 100644
--- a/web/src/core/utils/markdown.ts
+++ b/web/src/core/utils/markdown.ts
@@ -2,6 +2,48 @@ export function autoFixMarkdown(markdown: string): string {
   return autoCloseTrailingLink(markdown);
 }
 
+/**
+ * Normalize math delimiters for editor consumption
+ * Converts display delimiters (\[...\], \\[...\\]) to $$ format
+ * Converts inline delimiters (\(...\), \\(...\\)) to $ format
+ * This ensures consistent format before loading into Tiptap editor
+ */
+export function normalizeMathForEditor(markdown: string): string {
+  let normalized = markdown;
+  
+  // Convert display math - handle double backslash first to avoid conflicts
+  normalized = normalized
+    .replace(/\\\\\[([^\]]*)\\\\\]/g, (_match, content) => `$$${content}$$`)  // \\[...\\] → $$...$$
+    .replace(/\\\[([^\]]*)\\\]/g, (_match, content) => `$$${content}$$`);  // \[...\] → $$...$$
+  
+  // Convert inline math - handle double backslash first to avoid conflicts
+  normalized = normalized
+    .replace(/\\\\\(([^)]*)\\\\\)/g, (_match, content) => `$${content}$`)  // \\(...\\) → $...$
+    .replace(/\\\(([^)]*)\\\)/g, (_match, content) => `$${content}$`);    // \(...\) → $...$
+  
+  return normalized;
+}
+
+/**
+ * Normalize math delimiters for display consumption
+ * Ensures all math delimiters are in $$ format for remarkMath/rehypeKatex
+ * This is used by the Markdown display component
+ */
+export function normalizeMathForDisplay(markdown: string): string {
+  let normalized = markdown;
+  
+  // Convert all LaTeX-style delimiters to $$
+  // Both display and inline math use $$ for display component (remarkMath handles both)
+  // Handle double backslash first to avoid conflicts
+  normalized = normalized
+    .replace(/\\\\\[([^\]]*)\\\\\]/g, (_match, content) => `$$${content}$$`)  // \\[...\\] → $$...$$
+    .replace(/\\\[([^\]]*)\\\]/g, (_match, content) => `$$${content}$$`)      // \[...\] → $$...$$
+    .replace(/\\\\\(([^)]*)\\\\\)/g, (_match, content) => `$$${content}$$`)   // \\(...\\) → $$...$$
+    .replace(/\\\(([^)]*)\\\)/g, (_match, content) => `$$${content}$$`);       // \(...\) → $$...$$
+  
+  return normalized;
+}
+
 function autoCloseTrailingLink(markdown: string): string {
   // Fix unclosed Markdown links or images
   let fixedMarkdown: string = markdown;
diff --git a/web/tests/markdown-katex.test.ts b/web/tests/markdown-katex.test.ts
index b627494..210533b 100644
--- a/web/tests/markdown-katex.test.ts
+++ b/web/tests/markdown-katex.test.ts
@@ -3,7 +3,7 @@ import assert from "node:assert/strict";
 
 import katex from "katex";
 
-import { katexOptions } from "../src/core/markdown/katex";
+import { katexOptions } from "../src/core/markdown/katex.ts";
 
 function render(expression: string) {
   return katex.renderToString(expression, {
diff --git a/web/tests/markdown-math-editor.test.ts b/web/tests/markdown-math-editor.test.ts
new file mode 100644
index 0000000..372eee4
--- /dev/null
+++ b/web/tests/markdown-math-editor.test.ts
@@ -0,0 +1,119 @@
+import { describe, it } from "node:test";
+import assert from "node:assert/strict";
+
+import { normalizeMathForEditor, normalizeMathForDisplay } from "../src/core/utils/markdown.ts";
+
+describe("markdown math normalization for editor", () => {
+  it("converts LaTeX display delimiters to $$ for editor", () => {
+    const input = "Here is a formula \\[E=mc^2\\] in the text.";
+    const output = normalizeMathForEditor(input);
+    assert.strictEqual(output, "Here is a formula $$E=mc^2$$ in the text.");
+  });
+
+  it("converts escaped LaTeX display delimiters to $$ for editor", () => {
+    const input = "Formula \\\\[x^2 + y^2 = z^2\\\\] here.";
+    const output = normalizeMathForEditor(input);
+    assert.strictEqual(output, "Formula $$x^2 + y^2 = z^2$$ here.");
+  });
+
+  it("converts LaTeX inline delimiters to $ for editor", () => {
+    const input = "Inline formula \\(a + b = c\\) in text.";
+    const output = normalizeMathForEditor(input);
+    assert.strictEqual(output, "Inline formula $a + b = c$ in text.");
+  });
+
+  it("converts escaped LaTeX inline delimiters to $ for editor", () => {
+    const input = "Inline \\\\(x = 5\\\\) here.";
+    const output = normalizeMathForEditor(input);
+    assert.strictEqual(output, "Inline $x = 5$ here.");
+  });
+
+  it("handles mixed delimiters for editor", () => {
+    const input = "Display \\[E=mc^2\\] and inline \\(F=ma\\) formulas.";
+    const output = normalizeMathForEditor(input);
+    assert.strictEqual(output, "Display $$E=mc^2$$ and inline $F=ma$ formulas.");
+  });
+
+  it("preserves already normalized math syntax for editor", () => {
+    const input = "Already normalized $$E=mc^2$$ and $F=ma$ formulas.";
+    const output = normalizeMathForEditor(input);
+    assert.strictEqual(output, "Already normalized $$E=mc^2$$ and $F=ma$ formulas.");
+  });
+});
+
+describe("markdown math normalization for display", () => {
+  it("converts LaTeX display delimiters to $$ for display", () => {
+    const input = "Here is a formula \\[E=mc^2\\] in the text.";
+    const output = normalizeMathForDisplay(input);
+    assert.strictEqual(output, "Here is a formula $$E=mc^2$$ in the text.");
+  });
+
+  it("converts escaped LaTeX display delimiters to $$ for display", () => {
+    const input = "Formula \\\\[x^2 + y^2 = z^2\\\\] here.";
+    const output = normalizeMathForDisplay(input);
+    assert.strictEqual(output, "Formula $$x^2 + y^2 = z^2$$ here.");
+  });
+
+  it("converts LaTeX inline delimiters to $$ for display", () => {
+    const input = "Inline formula \\(a + b = c\\) in text.";
+    const output = normalizeMathForDisplay(input);
+    assert.strictEqual(output, "Inline formula $$a + b = c$$ in text.");
+  });
+
+  it("converts escaped LaTeX inline delimiters to $$ for display", () => {
+    const input = "Inline \\\\(x = 5\\\\) here.";
+    const output = normalizeMathForDisplay(input);
+    assert.strictEqual(output, "Inline $$x = 5$$ here.");
+  });
+
+  it("handles mixed delimiters for display", () => {
+    const input = "Display \\[E=mc^2\\] and inline \\(F=ma\\) formulas.";
+    const output = normalizeMathForDisplay(input);
+    assert.strictEqual(output, "Display $$E=mc^2$$ and inline $$F=ma$$ formulas.");
+  });
+
+  it("handles complex physics formulas", () => {
+    const input = "Maxwell equation: \\[\\nabla \\times \\vec{E} = -\\frac{\\partial \\vec{B}}{\\partial t}\\]";
+    const output = normalizeMathForDisplay(input);
+    assert.ok(output.includes("$$"));
+    assert.ok(output.includes("nabla"));
+  });
+});
+
+describe("markdown math round-trip consistency", () => {
+  it("handles editor normalization consistently", () => {
+    const original = "Formula \\[E=mc^2\\] and \\(F=ma\\)";
+    const forEditor = normalizeMathForEditor(original);
+    
+    // Simulate editor output (should have $ and $$)
+    assert.ok(forEditor.includes("$$"));
+    assert.ok(forEditor.includes("$"));
+  });
+
+  it("handles multiple formulas correctly", () => {
+    const input = `
+# Physics Formulas
+
+Energy: \\[E = mc^2\\]
+
+Force: \\(F = ma\\)
+
+Momentum: \\[p = mv\\]
+    `;
+    
+    const forEditor = normalizeMathForEditor(input);
+    const forDisplay = normalizeMathForDisplay(input);
+    
+    // Both should have converted the delimiters
+    assert.ok(forEditor.includes("$$"));
+    assert.ok(forDisplay.includes("$$"));
+  });
+
+  it("preserves text content around formulas", () => {
+    const input = "Text before \\[E=mc^2\\] text after";
+    const output = normalizeMathForEditor(input);
+    
+    assert.ok(output.startsWith("Text before"));
+    assert.ok(output.endsWith("text after"));
+  });
+});