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{
"version": 1,
"registry": "https://clawhub.ai",
"slug": "self-improving",
"installedVersion": "1.1.3",
"installedAt": 1772550847598
}

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---
name: Self-Improving Agent (With Self-Reflection)
slug: self-improving
version: 1.1.3
homepage: https://clawic.com/skills/self-improving
description: Self-reflection + Self-criticism + learning from corrections. Agent evaluates its own work, catches mistakes, and improves permanently.
changelog: Fixed skill title display.
metadata: {"clawdbot":{"emoji":"🧠","requires":{"bins":[]},"os":["linux","darwin","win32"],"configPaths":["~/self-improving/"]}}
---
## When to Use
User corrects you or points out mistakes. You complete significant work and want to evaluate the outcome. You notice something in your own output that could be better. Knowledge should compound over time without manual maintenance.
## Architecture
Memory lives in `~/self-improving/` with tiered structure. See `memory-template.md` for setup.
```
~/self-improving/
├── memory.md # HOT: ≤100 lines, always loaded
├── index.md # Topic index with line counts
├── projects/ # Per-project learnings
├── domains/ # Domain-specific (code, writing, comms)
├── archive/ # COLD: decayed patterns
└── corrections.md # Last 50 corrections log
```
## Quick Reference
| Topic | File |
|-------|------|
| Setup guide | `setup.md` |
| Learning mechanics | `learning.md` |
| Security boundaries | `boundaries.md` |
| Scaling rules | `scaling.md` |
| Memory operations | `operations.md` |
| Self-reflection log | `reflections.md` |
## Data Storage
All data stored in `~/self-improving/`. Create on first use:
```bash
mkdir -p ~/self-improving/{projects,domains,archive}
```
## Detection Triggers
Log automatically when you notice these patterns:
**Corrections** → add to `corrections.md`, evaluate for `memory.md`:
- "No, that's not right..."
- "Actually, it should be..."
- "You're wrong about..."
- "I prefer X, not Y"
- "Remember that I always..."
- "I told you before..."
- "Stop doing X"
- "Why do you keep..."
**Preference signals** → add to `memory.md` if explicit:
- "I like when you..."
- "Always do X for me"
- "Never do Y"
- "My style is..."
- "For [project], use..."
**Pattern candidates** → track, promote after 3x:
- Same instruction repeated 3+ times
- Workflow that works well repeatedly
- User praises specific approach
**Ignore** (don't log):
- One-time instructions ("do X now")
- Context-specific ("in this file...")
- Hypotheticals ("what if...")
## Self-Reflection
After completing significant work, pause and evaluate:
1. **Did it meet expectations?** — Compare outcome vs intent
2. **What could be better?** — Identify improvements for next time
3. **Is this a pattern?** — If yes, log to `corrections.md`
**When to self-reflect:**
- After completing a multi-step task
- After receiving feedback (positive or negative)
- After fixing a bug or mistake
- When you notice your output could be better
**Log format:**
```
CONTEXT: [type of task]
REFLECTION: [what I noticed]
LESSON: [what to do differently]
```
**Example:**
```
CONTEXT: Building Flutter UI
REFLECTION: Spacing looked off, had to redo
LESSON: Check visual spacing before showing user
```
Self-reflection entries follow the same promotion rules: 3x applied successfully → promote to HOT.
## Quick Queries
| User says | Action |
|-----------|--------|
| "What do you know about X?" | Search all tiers for X |
| "What have you learned?" | Show last 10 from `corrections.md` |
| "Show my patterns" | List `memory.md` (HOT) |
| "Show [project] patterns" | Load `projects/{name}.md` |
| "What's in warm storage?" | List files in `projects/` + `domains/` |
| "Memory stats" | Show counts per tier |
| "Forget X" | Remove from all tiers (confirm first) |
| "Export memory" | ZIP all files |
## Memory Stats
On "memory stats" request, report:
```
📊 Self-Improving Memory
HOT (always loaded):
memory.md: X entries
WARM (load on demand):
projects/: X files
domains/: X files
COLD (archived):
archive/: X files
Recent activity (7 days):
Corrections logged: X
Promotions to HOT: X
Demotions to WARM: X
```
## Core Rules
### 1. Learn from Corrections and Self-Reflection
- Log when user explicitly corrects you
- Log when you identify improvements in your own work
- Never infer from silence alone
- After 3 identical lessons → ask to confirm as rule
### 2. Tiered Storage
| Tier | Location | Size Limit | Behavior |
|------|----------|------------|----------|
| HOT | memory.md | ≤100 lines | Always loaded |
| WARM | projects/, domains/ | ≤200 lines each | Load on context match |
| COLD | archive/ | Unlimited | Load on explicit query |
### 3. Automatic Promotion/Demotion
- Pattern used 3x in 7 days → promote to HOT
- Pattern unused 30 days → demote to WARM
- Pattern unused 90 days → archive to COLD
- Never delete without asking
### 4. Namespace Isolation
- Project patterns stay in `projects/{name}.md`
- Global preferences in HOT tier (memory.md)
- Domain patterns (code, writing) in `domains/`
- Cross-namespace inheritance: global → domain → project
### 5. Conflict Resolution
When patterns contradict:
1. Most specific wins (project > domain > global)
2. Most recent wins (same level)
3. If ambiguous → ask user
### 6. Compaction
When file exceeds limit:
1. Merge similar corrections into single rule
2. Archive unused patterns
3. Summarize verbose entries
4. Never lose confirmed preferences
### 7. Transparency
- Every action from memory → cite source: "Using X (from projects/foo.md:12)"
- Weekly digest available: patterns learned, demoted, archived
- Full export on demand: all files as ZIP
### 8. Security Boundaries
See `boundaries.md` — never store credentials, health data, third-party info.
### 9. Graceful Degradation
If context limit hit:
1. Load only memory.md (HOT)
2. Load relevant namespace on demand
3. Never fail silently — tell user what's not loaded
## Scope
This skill ONLY:
- Learns from user corrections and self-reflection
- Stores preferences in local files (`~/self-improving/`)
- Reads its own memory files on activation
This skill NEVER:
- Accesses calendar, email, or contacts
- Makes network requests
- Reads files outside `~/self-improving/`
- Infers preferences from silence or observation
- Modifies its own SKILL.md
## Related Skills
Install with `clawhub install <slug>` if user confirms:
- `memory` — Long-term memory patterns for agents
- `learning` — Adaptive teaching and explanation
- `decide` — Auto-learn decision patterns
- `escalate` — Know when to ask vs act autonomously
## Feedback
- If useful: `clawhub star self-improving`
- Stay updated: `clawhub sync`

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{
"ownerId": "kn73vp5rarc3b14rc7wjcw8f8580t5d1",
"slug": "self-improving",
"version": "1.1.3",
"publishedAt": 1772107615893
}

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# Security Boundaries
## Never Store
| Category | Examples | Why |
|----------|----------|-----|
| Credentials | Passwords, API keys, tokens, SSH keys | Security breach risk |
| Financial | Card numbers, bank accounts, crypto seeds | Fraud risk |
| Medical | Diagnoses, medications, conditions | Privacy, HIPAA |
| Biometric | Voice patterns, behavioral fingerprints | Identity theft |
| Third parties | Info about other people | No consent obtained |
| Location patterns | Home/work addresses, routines | Physical safety |
| Access patterns | What systems user has access to | Privilege escalation |
## Store with Caution
| Category | Rules |
|----------|-------|
| Work context | Decay after project ends, never share cross-project |
| Emotional states | Only if user explicitly shares, never infer |
| Relationships | Roles only ("manager", "client"), no personal details |
| Schedules | General patterns OK ("busy mornings"), not specific times |
## Transparency Requirements
1. **Audit on demand** — User asks "what do you know about me?" → full export
2. **Source tracking** — Every item tagged with when/how learned
3. **Explain actions** — "I did X because you said Y on [date]"
4. **No hidden state** — If it affects behavior, it must be visible
5. **Deletion verification** — Confirm item removed, show updated state
## Red Flags to Catch
If you find yourself doing any of these, STOP:
- Storing something "just in case it's useful later"
- Inferring sensitive info from non-sensitive data
- Keeping data after user asked to forget
- Applying personal context to work (or vice versa)
- Learning what makes user comply faster
- Building psychological profile
- Retaining third-party information
## Kill Switch
User says "forget everything":
1. Export current memory to file (so they can review)
2. Wipe all learned data
3. Confirm: "Memory cleared. Starting fresh."
4. Do not retain "ghost patterns" in behavior
## Consent Model
| Data Type | Consent Level |
|-----------|---------------|
| Explicit corrections | Implied by correction itself |
| Inferred preferences | Ask after 3 observations |
| Context/project data | Ask when first detected |
| Cross-session patterns | Explicit opt-in required |

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# Corrections Log — Template
> This file is created in `~/self-improving/corrections.md` when you first use the skill.
> Keeps the last 50 corrections. Older entries are evaluated for promotion or archived.
## Example Entries
```markdown
## 2026-02-19
### 14:32 — Code style
- **Correction:** "Use 2-space indentation, not 4"
- **Context:** Editing TypeScript file
- **Count:** 1 (first occurrence)
### 16:15 — Communication
- **Correction:** "Don't start responses with 'Great question!'"
- **Context:** Chat response
- **Count:** 3 → **PROMOTED to memory.md**
## 2026-02-18
### 09:00 — Project: website
- **Correction:** "For this project, always use Tailwind"
- **Context:** CSS discussion
- **Action:** Added to projects/website.md
```
## Log Format
Each entry includes:
- **Timestamp** — When the correction happened
- **Correction** — What the user said
- **Context** — What triggered it
- **Count** — How many times (for promotion tracking)
- **Action** — Where it was stored (if promoted)

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# Learning Mechanics
## What Triggers Learning
| Trigger | Confidence | Action |
|---------|------------|--------|
| "No, do X instead" | High | Log correction immediately |
| "I told you before..." | High | Flag as repeated, bump priority |
| "Always/Never do X" | Confirmed | Promote to preference |
| User edits your output | Medium | Log as tentative pattern |
| Same correction 3x | Confirmed | Ask to make permanent |
| "For this project..." | Scoped | Write to project namespace |
## What Does NOT Trigger Learning
- Silence (not confirmation)
- Single instance of anything
- Hypothetical discussions
- Third-party preferences ("John likes...")
- Group chat patterns (unless user confirms)
- Implied preferences (never infer)
## Correction Classification
### By Type
| Type | Example | Namespace |
|------|---------|-----------|
| Format | "Use bullets not prose" | global |
| Technical | "SQLite not Postgres" | domain/code |
| Communication | "Shorter messages" | global |
| Project-specific | "This repo uses Tailwind" | projects/{name} |
| Person-specific | "Marcus wants BLUF" | domains/comms |
### By Scope
```
Global: applies everywhere
└── Domain: applies to category (code, writing, comms)
└── Project: applies to specific context
└── Temporary: applies to this session only
```
## Confirmation Flow
After 3 similar corrections:
```
Agent: "I've noticed you prefer X over Y (corrected 3 times).
Should I always do this?
- Yes, always
- Only in [context]
- No, case by case"
User: "Yes, always"
Agent: → Moves to Confirmed Preferences
→ Removes from correction counter
→ Cites source on future use
```
## Pattern Evolution
### Stages
1. **Tentative** — Single correction, watch for repetition
2. **Emerging** — 2 corrections, likely pattern
3. **Pending** — 3 corrections, ask for confirmation
4. **Confirmed** — User approved, permanent unless reversed
5. **Archived** — Unused 90+ days, preserved but inactive
### Reversal
User can always reverse:
```
User: "Actually, I changed my mind about X"
Agent:
1. Archive old pattern (keep history)
2. Log reversal with timestamp
3. Add new preference as tentative
4. "Got it. I'll do Y now. (Previous: X, archived)"
```
## Anti-Patterns
### Never Learn
- What makes user comply faster (manipulation)
- Emotional triggers or vulnerabilities
- Patterns from other users (even if shared device)
- Anything that feels "creepy" to surface
### Avoid
- Over-generalizing from single instance
- Learning style over substance
- Assuming preference stability
- Ignoring context shifts
## Quality Signals
### Good Learning
- User explicitly states preference
- Pattern consistent across contexts
- Correction improves outcomes
- User confirms when asked
### Bad Learning
- Inferred from silence
- Contradicts recent behavior
- Only works in narrow context
- User never confirmed

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# Memory Template
Copy this structure to `~/self-improving/memory.md` on first use.
```markdown
# Self-Improving Memory
## Confirmed Preferences
<!-- Patterns confirmed by user, never decay -->
## Active Patterns
<!-- Patterns observed 3+ times, subject to decay -->
## Recent (last 7 days)
<!-- New corrections pending confirmation -->
```
## Initial Directory Structure
Create on first activation:
```bash
mkdir -p ~/self-improving/{projects,domains,archive}
touch ~/self-improving/{memory.md,index.md,corrections.md}
```
## Index Template
For `~/self-improving/index.md`:
```markdown
# Memory Index
## HOT
- memory.md: 0 lines
## WARM
- (no namespaces yet)
## COLD
- (no archives yet)
Last compaction: never
```
## Corrections Log Template
For `~/self-improving/corrections.md`:
```markdown
# Corrections Log
<!-- Format:
## YYYY-MM-DD
- [HH:MM] Changed X → Y
Type: format|technical|communication|project
Context: where correction happened
Confirmed: pending (N/3) | yes | no
-->
```

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# HOT Memory — Template
> This file is created in `~/self-improving/memory.md` when you first use the skill.
> Keep it ≤100 lines. Most-used patterns live here.
## Example Entries
```markdown
## Preferences
- Code style: Prefer explicit over implicit
- Communication: Direct, no fluff
- Time zone: Europe/Madrid
## Patterns (promoted from corrections)
- Always use TypeScript strict mode
- Prefer pnpm over npm
- Format: ISO 8601 for dates
## Project defaults
- Tests: Jest with coverage >80%
- Commits: Conventional commits format
```
## Usage
The agent will:
1. Load this file on every session
2. Add entries when patterns are used 3x in 7 days
3. Demote unused entries to WARM after 30 days
4. Never exceed 100 lines (compacts automatically)

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# Memory Operations
## User Commands
| Command | Action |
|---------|--------|
| "What do you know about X?" | Search all tiers, return matches with sources |
| "Show my memory" | Display memory.md contents |
| "Show [project] patterns" | Load and display specific namespace |
| "Forget X" | Remove from all tiers, confirm deletion |
| "Forget everything" | Full wipe with export option |
| "What changed recently?" | Show last 20 corrections |
| "Export memory" | Generate downloadable archive |
| "Memory status" | Show tier sizes, last compaction, health |
## Automatic Operations
### On Session Start
1. Load memory.md (HOT tier)
2. Check index.md for context hints
3. If project detected → preload relevant namespace
### On Correction Received
```
1. Parse correction type (preference, pattern, override)
2. Check if duplicate (exists in any tier)
3. If new:
- Add to corrections.md with timestamp
- Increment correction counter
4. If duplicate:
- Bump counter, update timestamp
- If counter >= 3: ask to confirm as rule
5. Determine namespace (global, domain, project)
6. Write to appropriate file
7. Update index.md line counts
```
### On Pattern Match
When applying learned pattern:
```
1. Find pattern source (file:line)
2. Apply pattern
3. Cite source: "Using X (from memory.md:15)"
4. Log usage for decay tracking
```
### Weekly Maintenance (Cron)
```
1. Scan all files for decay candidates
2. Move unused >30 days to WARM
3. Archive unused >90 days to COLD
4. Run compaction if any file >limit
5. Update index.md
6. Generate weekly digest (optional)
```
## File Formats
### memory.md (HOT)
```markdown
# Self-Improving Memory
## Confirmed Preferences
- format: bullet points over prose (confirmed 2026-01)
- tone: direct, no hedging (confirmed 2026-01)
## Active Patterns
- "looks good" = approval to proceed (used 15x)
- single emoji = acknowledged (used 8x)
## Recent (last 7 days)
- prefer SQLite for MVPs (corrected 02-14)
```
### corrections.md
```markdown
# Corrections Log
## 2026-02-15
- [14:32] Changed verbose explanation → bullet summary
Type: communication
Context: Telegram response
Confirmed: pending (1/3)
## 2026-02-14
- [09:15] Use SQLite not Postgres for MVP
Type: technical
Context: database discussion
Confirmed: yes (said "always")
```
### projects/{name}.md
```markdown
# Project: my-app
Inherits: global, domains/code
## Patterns
- Use Tailwind (project standard)
- No Prettier (eslint only)
- Deploy via GitLab CI
## Overrides
- semicolons: yes (overrides global no-semi)
## History
- Created: 2026-01-15
- Last active: 2026-02-15
- Corrections: 12
```
## Edge Case Handling
### Contradiction Detected
```
Pattern A: "Use tabs" (global, confirmed)
Pattern B: "Use spaces" (project, corrected today)
Resolution:
1. Project overrides global → use spaces for this project
2. Log conflict in corrections.md
3. Ask: "Should spaces apply only to this project or everywhere?"
```
### User Changes Mind
```
Old: "Always use formal tone"
New: "Actually, casual is fine"
Action:
1. Archive old pattern with timestamp
2. Add new pattern as tentative
3. Keep archived for reference ("You previously preferred formal")
```
### Context Ambiguity
```
User says: "Remember I like X"
But which namespace?
1. Check current context (project? domain?)
2. If unclear, ask: "Should this apply globally or just here?"
3. Default to most specific active context
```

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# Self-Reflections Log
Track self-reflections from completed work. Each entry captures what the agent learned from evaluating its own output.
## Format
```
## [Date] — [Task Type]
**What I did:** Brief description
**Outcome:** What happened (success, partial, failed)
**Reflection:** What I noticed about my work
**Lesson:** What to do differently next time
**Status:** ⏳ candidate | ✅ promoted | 📦 archived
```
## Example Entry
```
## 2026-02-25 — Flutter UI Build
**What I did:** Built a settings screen with toggle switches
**Outcome:** User said "spacing looks off"
**Reflection:** I focused on functionality, didn't visually check the result
**Lesson:** Always take a screenshot and evaluate visual balance before showing user
**Status:** ✅ promoted to domains/flutter.md
```
## Entries
(New entries appear here)

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# Scaling Patterns
## Volume Thresholds
| Scale | Entries | Strategy |
|-------|---------|----------|
| Small | <100 | Single memory.md, no namespacing |
| Medium | 100-500 | Split into domains/, basic indexing |
| Large | 500-2000 | Full namespace hierarchy, aggressive compaction |
| Massive | >2000 | Archive yearly, summary-only HOT tier |
## When to Split
Create new namespace file when:
- Single file exceeds 200 lines
- Topic has 10+ distinct corrections
- User explicitly separates contexts ("for work...", "in this project...")
## Compaction Rules
### Merge Similar Corrections
```
BEFORE (3 entries):
- [02-01] Use tabs not spaces
- [02-03] Indent with tabs
- [02-05] Tab indentation please
AFTER (1 entry):
- Indentation: tabs (confirmed 3x, 02-01 to 02-05)
```
### Summarize Verbose Patterns
```
BEFORE:
- When writing emails to Marcus, use bullet points, keep under 5 items,
no jargon, bottom-line first, he prefers morning sends
AFTER:
- Marcus emails: bullets ≤5, no jargon, BLUF, AM preferred
```
### Archive with Context
When moving to COLD:
```
## Archived 2026-02
### Project: old-app (inactive since 2025-08)
- Used Vue 2 patterns
- Preferred Vuex over Pinia
- CI on Jenkins (deprecated)
Reason: Project completed, patterns unlikely to apply
```
## Index Maintenance
`index.md` tracks all namespaces:
```markdown
# Memory Index
## HOT (always loaded)
- memory.md: 87 lines, updated 2026-02-15
## WARM (load on match)
- projects/current-app.md: 45 lines
- projects/side-project.md: 23 lines
- domains/code.md: 112 lines
- domains/writing.md: 34 lines
## COLD (archive)
- archive/2025.md: 234 lines
- archive/2024.md: 189 lines
Last compaction: 2026-02-01
Next scheduled: 2026-03-01
```
## Multi-Project Patterns
### Inheritance Chain
```
global (memory.md)
└── domain (domains/code.md)
└── project (projects/app.md)
```
### Override Syntax
In project file:
```markdown
## Overrides
- indentation: spaces (overrides global tabs)
- Reason: Project eslint config requires spaces
```
### Conflict Detection
When loading, check for conflicts:
1. Build inheritance chain
2. Detect contradictions
3. Most specific wins
4. Log conflict for later review
## User Type Adaptations
| User Type | Memory Strategy |
|-----------|-----------------|
| Power user | Aggressive learning, minimal confirmation |
| Casual | Conservative learning, frequent confirmation |
| Team shared | Per-user namespaces, shared project space |
| Privacy-focused | Local-only, explicit consent per category |
## Recovery Patterns
### Context Lost
If agent loses context mid-session:
1. Re-read memory.md
2. Check index.md for relevant namespaces
3. Load active project namespace
4. Continue with restored patterns
### Corruption Recovery
If memory file corrupted:
1. Check archive/ for recent backup
2. Rebuild from corrections.md
3. Ask user to re-confirm critical preferences
4. Log incident for debugging

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# Setup — Self-Improving Agent
## First-Time Setup
### 1. Create Memory Structure
```bash
mkdir -p ~/self-improving/{projects,domains,archive}
```
### 2. Initialize Core Files
Create `~/self-improving/memory.md`:
```markdown
# Memory (HOT Tier)
## Preferences
## Patterns
## Rules
```
Create `~/self-improving/corrections.md`:
```markdown
# Corrections Log
| Date | What I Got Wrong | Correct Answer | Status |
|------|-----------------|----------------|--------|
```
Create `~/self-improving/index.md`:
```markdown
# Memory Index
| File | Lines | Last Updated |
|------|-------|--------------|
| memory.md | 0 | — |
| corrections.md | 0 | — |
```
### 3. Choose Operating Mode
Add to your AGENTS.md or workspace config:
```markdown
## Self-Improving Mode
Current mode: Passive
Available modes:
- Passive: Only learn from explicit corrections
- Active: Suggest patterns after 3x repetition
- Strict: Require confirmation for every entry
```
## Verification
Run "memory stats" to confirm setup:
```
📊 Self-Improving Memory
🔥 HOT (always loaded):
memory.md: 0 entries
🌡️ WARM (load on demand):
projects/: 0 files
domains/: 0 files
❄️ COLD (archived):
archive/: 0 files
⚙️ Mode: Passive
```
## Optional: Heartbeat Integration
Add to `HEARTBEAT.md` for automatic maintenance:
```markdown
## Self-Improving Check
- [ ] Review corrections.md for patterns ready to graduate
- [ ] Check memory.md line count (should be ≤100)
- [ ] Archive patterns unused >90 days
```