← 返回
未分类 中文

Memory Lifecycle

Systematic memory management for long-running AI agents. Implements a five-tier lifecycle — heartbeat micro-attention, nightly consolidation, weekly reflecti...
针对长时间运行的AI智能体,系统化记忆管理,实现五层生命周期——心跳微关注、夜间整合、每周反思……
andrewagrahamhodges
未分类 clawhub v1.1.0 1 版本 100000 Key: 无需
★ 0
Stars
📥 356
下载
💾 0
安装
1
版本
#consolidation#latest#lifecycle#memory#productivity

概述

Memory Lifecycle

Structured memory management that makes agents smarter over time — not through code, but through disciplined capture, consolidation, and distillation of context.

Philosophy

Memory management is not about saving tokens. It's about crafting high-signal context that makes a powerful LLM more effective.

Core principles:

  1. Distill, don't summarise. Output should be better than raw input — structured, actionable, reasoning preserved
  2. Preserve decisions and reasoning. "We chose X because Y" > "We did X"
  3. Never compress away specifics. Phone numbers, dates, prices are facts, not fluff
  4. Daily files are immutable. They're the audit trail — add headers, never edit content
  5. Each tier builds upward. Raw → structured → refined → wisdom
  6. Archives are a library, not a bin. Full narratives, not one-liners

Setup

Run the setup script to scaffold memory files and create cron jobs:

python3 scripts/setup.py

The script will:

  1. Create structured memory files (people.md, decisions.md, lessons.md, commitments.md)
  2. Add a ## Recent working memory buffer to MEMORY.md
  3. Create four cron jobs (nightly, weekly, monthly, yearly)
  4. Add memory micro-attention tasks to HEARTBEAT.md

Run with --dry-run to preview changes without applying them.

Run with --agent to target a specific agent (default: main).

The Five Tiers

Tier 1: Heartbeat Micro-Attention (every ~30 min)

Added to the agent's HEARTBEAT.md. Quick focused pass — capture, promote, tag:

  1. Capture: Ensure notable events are in today's memory/YYYY-MM-DD.md
  2. Promote: Session-critical items (new appointment, key decision) → MEMORY.md → ## Recent
  3. Tag: Mark daily file entries with [decision], [lesson], [person] for the nightly cycle
  4. Monitor: Check nightly cycle health — if it errored, fix and re-run. Don't just report.

Tier 2: Nightly "Sleep Cycle" (cron, ~2:00 AM local)

Read references/nightly-prompt.md for the full cron prompt.

  • Read today's daily file end-to-end
  • Write a 2-3 line "day essence" header
  • Promote items to structured files (people → people.md, decisions → decisions.md, etc.)
  • Update MEMORY.md if active project state changed
  • Clear processed items from ## Recent

Rules: Never edit daily file content. Never remove from MEMORY.md unless completed AND archived.

Tier 3: Weekly Reflection (cron, Sunday ~3:00 AM local)

Read references/weekly-prompt.md for the full cron prompt.

  • Read all 7 daily files from the past week
  • Spot patterns: repeated topics, unresolved threads
  • Refine MEMORY.md — improve structure and language (not strip content)
  • Review commitments, contacts, decisions for staleness
  • Write a "week in review" in Sunday's daily file

Tier 4: Monthly Deep Clean (cron, 1st of month ~4:00 AM local)

Read references/monthly-prompt.md for the full cron prompt.

  • Create memory/archive/YYYY-MM.md with full narratives of completed work
  • Move completed items from MEMORY.md to archive
  • Keep MEMORY.md under ~4000 words
  • Consolidate related lessons into principles
  • Personality check on SOUL.md

Rules: Archive entries must be self-contained. Active items never move to archive.

Tier 5: Yearly Wisdom Distillation (cron, January 1)

Read references/yearly-prompt.md for the full cron prompt.

  • Create memory/wisdom/YYYY.md
  • Extract wisdom that transcends specific events
  • Evolve SOUL.md based on a year's experience
  • Flag SOUL.md changes to the human

The "Recent" Buffer

A ## Recent section at the top of MEMORY.md acts as working memory:

## Recent
> Working memory — heartbeat promotes critical items here, nightly cycle processes them.
- **2026-03-23:** Viewing booked Thu 26 Mar 9am with estate agent
- **2026-03-23:** Server upgraded v2.3.13 → v2.3.22
  • Heartbeats promote critical items here immediately
  • Every new session sees it (MEMORY.md is loaded automatically)
  • Nightly cycle processes items and clears them

This bridges the gap between raw daily capture and curated long-term memory.

File Structure

After setup, the memory directory contains:

MEMORY.md                  ← Active long-term memory (loaded every session)
memory/
  YYYY-MM-DD.md            ← Daily raw notes (immutable)
  people.md                ← Contacts, relationships, dynamics
  decisions.md             ← Key choices with rationale
  lessons.md               ← Mistakes and learnings (grows, never shrinks)
  commitments.md           ← Deadlines and obligations
  archive/
    YYYY-MM.md             ← Monthly archives (full narratives)
  wisdom/
    YYYY.md                ← Yearly distilled wisdom

Health Check

Run the health check to verify the memory system is working:

python3 scripts/health_check.py

Checks: nightly cron status, MEMORY.md size, Recent buffer staleness, structured file freshness.

What Gets Archived vs What Stays

  • Archive: Completed projects, resolved leads, past deadlines, finished work
  • Keep active: Ongoing relationships, active projects, preferences, lessons learned
  • Never compress: Phone numbers, addresses, credentials, family details, business structure

版本历史

共 1 个版本

  • v1.1.0 当前
    2026-05-07 10:38 安全 安全

安全检测

腾讯云安全 (Keen)

安全,无风险
查看报告

腾讯云安全 (Sanbu)

安全,无风险
查看报告

🔗 相关推荐

security-compliance

Skill Vetter

spclaudehome
AI智能体技能安全预审工具。安装ClawdHub、GitHub等来源技能前,检查风险信号、权限范围及可疑模式。
★ 1,215 📥 266,559
developer-tools

Github

steipete
使用 `gh` CLI 与 GitHub 交互,通过 `gh issue`、`gh pr`、`gh run` 和 `gh api` 管理议题、PR、CI 运行及高级查询。
★ 668 📥 324,191
ai-intelligence

ontology

oswalpalash
类型化知识图谱,用于结构化智能体记忆与可组合技能。支持创建/查询实体(人员、项目、任务、事件、文档)及关联...
★ 712 📥 243,856