Requirements
- Target platform
- OpenClaw
- Install method
- Manual import
- Extraction
- Extract archive
- Prerequisites
- OpenClaw
- Primary doc
- SKILL.md
Tencent SkillHub · AI
Fractal Memory
Automated hierarchical memory compression system that prevents context overflow through daily→weekly→monthly→core compression. Use when you need (1) long-ter...
skill openclawclawhub Free
Automated hierarchical memory compression system that prevents context overflow through daily→weekly→monthly→core compression. Use when you need (1) long-ter...
⬇ 0 downloads ★ 0 stars Unverified but indexed
Install for OpenClaw
Quick setup
- Download the package from Yavira.
- Extract the archive and review SKILL.md first.
- Import or place the package into your OpenClaw setup.
Package facts
- Download mode
- Yavira redirect
- Package format
- ZIP package
- Source platform
- Tencent SkillHub
- What's included
- SKILL.md, assets/heartbeat-state.json, assets/rollup-state.json, references/architecture.md, references/cron-setup.md, references/migration-guide.md
Validation
- Use the Yavira download entry.
- Review SKILL.md after the package is downloaded.
- Confirm the extracted package contains the expected setup assets.
Install with your agent
Agent handoff
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
- Download the package from Yavira.
- Extract it into a folder your agent can access.
- Paste one of the prompts below and point your agent at the extracted folder.
New install
I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.
Upgrade existing
I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.
Trust & source
Release facts
- Source
- Tencent SkillHub
- Verification
- Indexed source record
- Version
- 1.0.0
Provenance
- Publisher
- bugmaker2
- Source page
- View original listing
- Canonical URL
- Open canonical page
Documentation
Fractal Memory System
Automated hierarchical memory compression that prevents context overflow. Like human sleep, compress raw experience into patterns, patterns into principles—keeping essence while managing scale.
Philosophy
Memory is not accumulation — it is compression with intention. Each layer compresses the one below without losing essence: Conversation → Daily → Weekly → Monthly → Core Memory ↓ Timeless Facts (sticky-notes)
1. Set Up Directory Structure
mkdir -p memory/diary/{2026/{daily,weekly,monthly},sticky-notes/{workflows,apis,commands,facts}}
2. Initialize State Files
Copy templates from assets/: cp assets/rollup-state.json memory/ cp assets/heartbeat-state.json memory/
3. Install Scripts
Copy all scripts from scripts/ to your workspace scripts/ directory: cp scripts/*.py ~/.openclaw/workspace/scripts/ chmod +x ~/.openclaw/workspace/scripts/*.py
4. Set Up Cron Jobs
See references/cron-setup.md for detailed cron configuration. Quick version: Daily rollup: 23:59 every day Weekly rollup: 23:59 every Sunday Monthly rollup: 23:59 last day of month
5. Update Session Startup
Add to your AGENTS.md: ## Every Session 1. Read `SOUL.md` 2. Read `USER.md` 3. Read `memory/diary/YYYY/daily/YYYY-MM-DD.md` (today + yesterday) 4. **If in MAIN SESSION**: Also read `MEMORY.md` **Context loading order:** TODAY → THIS WEEK → THIS MONTH → MEMORY.md
ensure_daily_log.py
Creates today's daily log if it doesn't exist. Run this in heartbeats or at session start. python3 scripts/ensure_daily_log.py
append_to_daily.py
Append events to today's daily log programmatically. python3 scripts/append_to_daily.py "Event description"
rollup-daily.py
Compress today's diary into this week's summary. Runs automatically at 23:59 daily. python3 scripts/rollup-daily.py
rollup-weekly.py
Compress this week's summary into this month's summary. Runs automatically at 23:59 every Sunday. python3 scripts/rollup-weekly.py
rollup-monthly.py
Distill this month's summary into MEMORY.md. Runs automatically at 23:59 on the last day of each month. python3 scripts/rollup-monthly.py
verify_memory_integrity.py
Check memory system integrity and detect anomalies. python3 scripts/verify_memory_integrity.py
1. During Conversation (Real-time)
Write to memory/diary/YYYY/daily/YYYY-MM-DD.md immediately. Don't rely on memory—write it down.
2. Daily Rollup (23:59 every day)
Extract patterns, decisions, key events → append to memory/diary/YYYY/weekly/YYYY-Wnn.md
3. Weekly Rollup (23:59 every Sunday)
Compress to themes, trajectory, milestones → append to memory/diary/YYYY/monthly/YYYY-MM.md
4. Monthly Rollup (Last day of month)
Distill major themes, lessons learned → update MEMORY.md
5. Timeless Facts (Anytime)
Extract facts that recur 3+ times → store in memory/diary/sticky-notes/{category}/
1. Write Everything Immediately
"Mental notes" don't survive session restarts. Files do.
2. Compress, Don't Accumulate
Files that grow forever become unreadable. Extract patterns, discard noise.
3. Curate Ruthlessly
Not everything deserves to persist. Keep what defines you, release what doesn't.
4. Automate Discipline
Scripts handle rollups so you don't have to remember.
Context Loading Strategy
Load memory in this order for attention optimization: TODAY - memory/diary/YYYY/daily/YYYY-MM-DD.md THIS WEEK - memory/diary/YYYY/weekly/YYYY-Wnn.md THIS MONTH - memory/diary/YYYY/monthly/YYYY-MM.md MEMORY.md - Core index (main session only) Relevant sticky-notes - As needed Why this order? Primacy + recency optimization. Most recent first, highest level early.
Security Considerations
Memory systems create attack surface. The system includes: Provenance tracking - Timestamps and metadata Integrity verification - verify_memory_integrity.py detects tampering Anomaly detection - Flags unusual patterns Run integrity checks periodically: python3 scripts/verify_memory_integrity.py
Migration
Migrating from existing memory systems? See references/migration-guide.md for: Flat daily files → Fractal structure Manual MEMORY.md only → Automated system Other hierarchical systems → Fractal memory
Daily log not created
Run ensure_daily_log.py manually or add to heartbeat checks.
Rollup failed
Check cron job runs: cron(action="runs", jobId="<job-id>")
Context still overflowing
Verify rollups are running (check memory/rollup-state.json) Manually run rollup scripts to catch up Check MEMORY.md isn't growing too large (should be curated, not accumulated)
Scripts not executable
chmod +x scripts/*.py
Custom Rollup Schedule
Modify cron expressions in references/cron-setup.md
Sticky Notes Categories
Add custom categories in memory/diary/sticky-notes/: mkdir memory/diary/sticky-notes/my-category
Manual Rollup
Run rollup scripts manually anytime: python3 scripts/rollup-daily.py python3 scripts/rollup-weekly.py python3 scripts/rollup-monthly.py
Architecture Details
For deep dive into system design, philosophy, and implementation details, see references/architecture.md.
References
Deva's Fractal Memory v1.0.0 - Original inspiration Arcturus's Memory is Resurrection - Philosophical foundation Logi's Memory Architecture as Agency - Agency perspective "What grows from chaos is structure. What emerges from structure is memory. What persists through memory is self." — Deva
Category context
Agent frameworks, memory systems, reasoning layers, and model-native orchestration.
Source: Tencent SkillHub
Largest current source with strong distribution and engagement signals.
Package contents
Included in package
4 Docs2 Config
- SKILL.md
- references/architecture.md
- references/cron-setup.md
- references/migration-guide.md
- assets/heartbeat-state.json
- assets/rollup-state.json