Files
deer-flow/backend/docs/MEMORY_IMPROVEMENTS_SUMMARY.md
Willem Jiang b5fcb1334a fix(memory): inject stored facts into system prompt memory context (#1083)
* fix(memory): inject stored facts into system prompt memory context

- add Facts section rendering in format_memory_for_injection
- rank facts by confidence and coerce confidence values safely
- enforce max token budget while appending fact lines
- add regression tests for fact inclusion, ordering, and budget behavior

Fixes #1059

* Update the document with the latest status

* fix(memory): harden fact injection — NaN/inf confidence, None content, incremental token budget (#1090)

* Initial plan

* fix(memory): address review feedback on confidence coercion, None content, and token budget

Co-authored-by: WillemJiang <219644+WillemJiang@users.noreply.github.com>

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Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: WillemJiang <219644+WillemJiang@users.noreply.github.com>

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Co-authored-by: Copilot <198982749+Copilot@users.noreply.github.com>
2026-03-13 14:37:40 +08:00

1.2 KiB

Memory System Improvements - Summary

Sync Note (2026-03-10)

This summary is synchronized with the main branch implementation. TF-IDF/context-aware retrieval is planned, not merged yet.

Implemented

  • Accurate token counting with tiktoken in memory injection.
  • Facts are injected into <memory> prompt content.
  • Facts are ordered by confidence and bounded by max_injection_tokens.

Planned (Not Yet Merged)

  • TF-IDF cosine similarity recall based on recent conversation context.
  • current_context parameter for format_memory_for_injection.
  • Weighted ranking (similarity + confidence).
  • Runtime extraction/injection flow for context-aware fact selection.

Why This Sync Was Needed

Earlier docs described TF-IDF behavior as already implemented, which did not match code in main. This mismatch is tracked in issue #1059.

Current API Shape

def format_memory_for_injection(memory_data: dict[str, Any], max_tokens: int = 2000) -> str:

No current_context argument is currently available in main.

Verification Pointers

  • Implementation: backend/src/agents/memory/prompt.py
  • Prompt assembly: backend/src/agents/lead_agent/prompt.py
  • Regression tests: backend/tests/test_memory_prompt_injection.py