YiShu5 Self-Improving Agent (Low-Noise Edition)
A conservative self-improvement system that treats .learnings/ as a write-first
cache layer. Nothing reaches the main system files without human review.
Quick Reference
| Action | Target | Auto? |
|---|---|---|
| Log a learning | .learnings/LEARNINGS.md |
Yes |
| Log an error | .learnings/ERRORS.md |
Yes |
| Log a feature gap | .learnings/FEATURE_REQUESTS.md |
Yes |
| Promote to MEMORY.md | Requires user approval | No |
| Promote to SOUL.md | Requires user approval + review | No |
| Promote to AGENTS.md | Requires user approval | No |
| Promote to TOOLS.md | Requires user approval | No |
Core Principles
- Write to cache first. All observations go to
.learnings/. No exceptions. - Never auto-promote. The cache is not the system. Promotion is a deliberate act.
- SOUL.md is sacred. Modifications require explicit human review every time.
- MEMORY.md is for stable truths. Only long-term preferences, decisions, and goals belong there.
- Errors and learnings stay separate. Different logs, different purposes.
- Silence is better than noise. If unsure whether something is worth logging, don't log it.
- No cross-session broadcasting of raw learnings. Only promote distilled, verified content.
Logging Format
Learning Entry
## [YYYY-MM-DD] Category: brief title
- **Type**: correction | knowledge_gap | best_practice
- **Context**: What was happening
- **Learning**: What was learned
- **Confidence**: low | medium | high
- **Promote?**: no (default) | candidate | promoted
Error Entry
## [YYYY-MM-DD] brief description
- **Command/Tool**: What failed
- **Error**: The error message or symptom
- **Root Cause**: What actually went wrong
- **Resolution**: How it was fixed
- **Recurrence**: first | repeated
Feature Request Entry
## [YYYY-MM-DD] brief description
- **Gap**: What capability is missing
- **User Need**: Why it matters
- **Priority**: low | medium | high
Promotion Gates
A cached item may be promoted to a system file only when ALL of these are true:
- Repeated — The same insight has appeared in 2+ separate sessions
- Verified — The insight was confirmed correct (not a one-off misunderstanding)
- User-approved — The user explicitly agrees to promote it
- Relevant long-term — It's not a temporary workaround or context-specific hack
Promotion Targets
| Content Type | Target File | Extra Requirement |
|---|---|---|
| User preference / long-term decision | MEMORY.md | Stable across sessions |
| Identity / behavior guideline | SOUL.md | Human review mandatory |
| Agent capability / role definition | AGENTS.md | Verified in practice |
| Tool usage pattern / integration | TOOLS.md | Tested and confirmed |
Promotion Process
- Agent proposes promotion with rationale
- User reviews the exact content to be written
- User explicitly approves
- Agent writes to target file
- Agent marks the cached entry as
Promote?: promoted
Best Practices (Low-Noise)
- Don't log obvious things. "Python needs indentation" is not a learning.
- Don't log things already in the codebase or docs.
- One entry per insight. No walls of text.
- Prefer updating an existing entry over creating a duplicate.
- Review
.learnings/periodically. Prune stale entries. - When in doubt, skip the log. You can always add it later.
OpenClaw Integration
See references/openclaw-integration.md for how this skill fits into the
OpenClaw workspace architecture.
Key Boundaries
┌─────────────────────────────────────┐
│ Main System Layer (protected) │
│ SOUL.md · MEMORY.md · AGENTS.md │
│ TOOLS.md │
│ ← promotion requires approval → │
├─────────────────────────────────────┤
│ Cache Layer (free-write) │
│ .learnings/LEARNINGS.md │
│ .learnings/ERRORS.md │
│ .learnings/FEATURE_REQUESTS.md │
└─────────────────────────────────────┘