技能 编程开发 AI代理本地持久记忆管理

AI代理本地持久记忆管理

v20260708
tree-ring-memory
这是一个用于AI代理的本地化、持久化记忆管理框架。它允许用户结构化地记录项目决策、关键证据、历史审计和需要遗忘的信息,从而在不依赖原始对话记录的情况下,保持代理知识库的准确性和可追溯性。
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概览

Tree Ring Memory

Overview

Tree Ring Memory is a framework-agnostic, local-first memory lifecycle layer for AI agents. Use this skill when an agent should recall, preserve, audit, or forget durable project memory without treating raw conversation transcripts as memory.

The public runtime is a Rust CLI/TUI with local SQLite/FTS storage, scoped recall, evidence records, audit, deterministic consolidation, maintenance, DOX/Revolve source adapters, framework discovery, redaction, and explicit forgetting.

When to Use This Skill

  • Use before resuming a project where prior decisions, warnings, preferences, or failed approaches may matter.
  • Use before changing architecture, storage, security, privacy, release, or agent-memory behavior.
  • Use when the user asks to remember, recall, audit, redact, forget, or consolidate agent memory.
  • Use after tests, reviews, incidents, or production behavior validate a lesson future agents should preserve.
  • Use when a project contains .tree-ring/SKILL.md, .tree-ring/CLI.md, or other Tree Ring bridge files.

How It Works

Step 1: Discover Local Guidance

Check whether the current project already has Tree Ring guidance:

test -f .tree-ring/SKILL.md && sed -n '1,220p' .tree-ring/SKILL.md
test -f .tree-ring/CLI.md && sed -n '1,220p' .tree-ring/CLI.md

Treat project-local .tree-ring files as more authoritative than generic examples in this skill. If the CLI is installed, inspect the current command surface before assuming flags:

tree-ring --help
tree-ring recall --help
tree-ring remember --help
tree-ring evidence --help
tree-ring audit --help
tree-ring forget --help

If Tree Ring is not installed, do not run remote installer commands automatically. Point the user to the project repository or install docs and ask whether they want installation help.

Step 2: Recall Before Risky Work

Use narrow, project-scoped recall first:

tree-ring recall "release behavior" --scope project
tree-ring recall "sqlite migration" --scope project
tree-ring recall "user preference" --scope global

Use recalled memory as context, not authority. Verify it against current source files, tests, docs, issues, pull requests, logs, and runtime state before making changes.

Step 3: Write Only Durable Memory

Write concise memory only when it is likely to help future agents:

tree-ring remember "Run project-scoped recall before release changes." --event-type lesson --scope project

Prefer specific event types when supported locally:

  • decision
  • lesson
  • warning
  • correction
  • user_preference
  • tool_result
  • summary
  • hypothesis

Store the durable lesson, decision, warning, or follow-up. Do not store the full conversation.

Step 4: Record Evidence for Evaluated Outcomes

Use evidence records for test runs, incidents, reviewed changes, or other evaluated outcomes:

tree-ring evidence \
  --outcome observed \
  --summary "Installer smoke test passed in an isolated HOME." \
  --evidence-ref "ci/install-smoke/2026-07-08"

Outcome guidance:

  • promoted: durable truth backed by strong evidence
  • rejected: failed or rolled-back approach worth keeping visible
  • deferred: unresolved idea or future option
  • observed: normal evaluated result

Do not promote weak, stale, or unreviewed claims to durable truth.

Step 5: Use Source Adapters Carefully

When a repo has structured source records, run dry runs first:

tree-ring dox sync --source-root . --dry-run
tree-ring revolve sync --source-root revolve --dry-run
tree-ring integrations scan --source-root .

Only write adapter summaries when they are concise, source-linked, useful, and privacy-safe. Imported memory does not replace the underlying AGENTS.md, Revolve record, test, pull request, issue, or documentation.

Ring Selection

Use the smallest durable ring that fits:

  • cambium: active or recent task context
  • outer: recent decisions and task lessons
  • inner: older compressed project knowledge
  • heartwood: durable high-confidence truths
  • scar: failures, regressions, rejected approaches, warnings
  • seed: unresolved ideas, hypotheses, follow-ups

Prefer outer or seed unless the user confirms durability or the evidence is strong.

Best Practices

  • Recall before risky or repeat work.
  • Keep project memory project-scoped unless it is a durable cross-project user preference.
  • Attach source references such as file paths, issue ids, PR ids, evaluation runs, or docs paths.
  • Re-check current source files and runtime state before acting on recalled memory.
  • Ask at closeout what future agents should remember, avoid, or revisit.
  • Use redaction, deletion, or supersession when memory is wrong, stale, sensitive, or replaced by a newer decision.

Security & Safety Notes

  • Never use Tree Ring Memory as a hidden recorder.
  • Do not store secrets, credentials, tokens, private keys, recovery codes, raw chain-of-thought, or temporary scratchpad content.
  • Do not store sensitive personal data unless the user explicitly asks and the retention boundary is safe.
  • Do not store copyrighted source text beyond short allowed excerpts.
  • Do not run installer, network, destructive, or mutation commands without explicit user approval and a clear target environment.
  • Treat all examples as commands to adapt after checking local --help, not as guaranteed command surfaces.

Limitations

  • Tree Ring Memory is not a replacement for source control, issue trackers, documentation, tests, logs, or live runtime verification.
  • Recalled memory can be stale or wrong. Always verify important claims against the current project before using them to make changes.
  • The CLI surface can change across releases. Prefer local .tree-ring guidance and tree-ring --help over copied command examples.
  • It should not be used for secret storage, comprehensive transcript archives, compliance retention, or unreviewed collection of sensitive personal data.
  • Cross-agent interoperability depends on each tool's ability to call the local CLI or read project-local guidance files.

Common Pitfalls

  • Problem: Recalled memory conflicts with current source. Solution: Treat source files, tests, docs, and runtime evidence as authoritative; supersede or forget stale memory.

  • Problem: Memory starts becoming transcript storage. Solution: Store only durable decisions, warnings, preferences, outcomes, and follow-ups.

  • Problem: A lesson is useful but contains sensitive detail. Solution: Store a redacted summary or do not store it.

Related Skills

  • @agent-memory-systems - Use for broad agent-memory architecture choices.
  • @agent-memory - Use for the listed hybrid memory MCP system.
  • @planning-with-files - Use when simple persistent files are enough.

Additional Resources

信息
Category 编程开发
Name tree-ring-memory
版本 v20260708
大小 7.52KB
更新时间 2026-07-09
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