技能 人工智能 智能体内存晋升系统

智能体内存晋升系统

v20261021
agent-memory
构建四层智能体记忆存储,让事实通过跨会话和跨日期的重复出现获得晋升,并在人工确认后才写入项目文件。
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概览

Agent Memory — promotion is earned, not asserted

Portability: stdlib only. No database, no embeddings, no network, no LLM calls.

The problem

A project's CLAUDE.md is a memory system with one tier and no eviction: every
durable fact and every passing preference land in the same always-loaded file,
until the important lines are diluted by the incidental ones. Facts learned
mid-session vanish at teardown unless someone writes them down.

The fix is not more storage — it is a promotion ladder. A claim earns its
way toward always-loaded context by recurring; a human confirms the last step.

The four tiers

Tiers are distinguished by injection policy, not storage format.

TierHoldsInjectedCommitted
L0raw session transcriptsneverno (already on disk)
L1candidate atomson relevance, at prompt timeno (gitignored)
L2this project's contextevery session startyes, after adopt
L3stable cross-project personaalwaysyes, after adopt

The gates

Nothing moves up because it sounded important. It moves up because it recurred.

  • L0 → L1 — an explicit marker fires (a directive, a correction, a stated

preference, a named lesson, a reproducible failure). Rule-based, high
precision, deliberately low recall.

  • L1 → L2 — ≥ 3 distinct sessions spanning ≥ 2 distinct calendar days. A

claim stated outright needs 2 sessions; the distinct-day rule still applies. A
verified claim promotes on one observation and is the only day-exempt path.

  • L2 → L3 — held in ≥ 2 distinct projects, aged ≥ 30 days, uncontested.

Two gates refuse rather than guess. A claim whose text was altered by
redaction never promotes on evidence alone — the flag firing is evidence the
source was sensitive, and a lexical filter finding one secret is not proof it
found all of them. A claim with an open contradiction is frozen at L1 until a
human resolves it; the incumbent is never silently overwritten.

Use it

# what is remembered, and what is blocking the next promotion
python3 scripts/memory_inspect.py --tier L1

# where did this line come from — sessions, days, transcript, quoted source
python3 scripts/memory_inspect.py --why "PR base branch is dev"

# every claim with an open contradiction, both directions of the join
python3 scripts/memory_inspect.py --contested

# dry-run the promotion pass; writes nothing
python3 scripts/memory_promote.py

Three hooks run the loop unattended: SessionStart injects L2 + L3,
UserPromptSubmit recalls relevant L1 atoms, SessionEnd captures and stages.
Each is disabled independently with AGENT_MEMORY_SESSIONSTART=0,
AGENT_MEMORY_USERPROMPTSUBMIT=0, AGENT_MEMORY_SESSIONEND=0. Every hook fails
open: a broken memory system costs you memory, never a session.

Hard rules

  1. Redact before writing. Every atom passes the filter before it reaches

disk. Anything altered is quarantined from promotion.

  1. Propose, never apply. Promotions land in .memory/staged/. Only an

explicit /cs-memory adopt touches a CLAUDE.md, and it backs both up first.

  1. Cite, don't invent. Every atom carries a back-pointer to the transcript

line that produced it. --why resolving to ambiguous prints nothing rather
than guess: a wrong citation is worse than a missing one.

  1. Never surface a contested claim as fact. It is still injected — hiding

the conflict is worse — but always tagged.

  1. The committed tiers carry no paths. Promotion strips the back-pointer

prefix, which embeds an OS username.

Forcing questions

Walk these one at a time before trusting the store.

  1. Which line in your CLAUDE.md did you last actually read before acting?
  2. Would you rather the agent forget a true thing, or remember a false one?
  3. When two remembered rules disagree, who decides — and when?
  4. What would make you delete .memory/ entirely?

Rationale, open decisions, field schema: ../../DESIGN.md.

信息
分类 人工智能
名称 agent-memory
版本 v20261021
大小 43.25KB
更新时间 2026-10-22
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