---

name: AI Error Learner description: Catalogs recurring errors as pain points needing skills. Use when same error occurs multiple times. allowed-tools: Read, Write, Edit, Grep, Glob

AI Error Learner Skill

Purpose

Catalog recurring errors as AI pain points that need skills to resolve. This skill is the first stage of the self-improvement loop, detecting patterns in errors that warrant automated solutions.

Auto-Activation Triggers

This skill activates when:

• Error detector hook flags a recurring error (2+ occurrences)
• User mentions "same error again", "keeps failing", or "recurring issue"
• AI pain point file contains unprocessed entries
• Manual invocation for error pattern review

CRITICAL: Threshold System

Do not catalog every error. Only recurring patterns warrant action.

Error Escalation Thresholds

Copy1st Occurrence  →  Silent logging (no action)
2nd Occurrence  →  Create AI Pain Point, propose skill
3rd+ Occurrence →  Escalate priority, trigger skill-builder

Why Thresholds Matter

• One-off errors are noise, not patterns
• Recurring errors indicate systemic issues
• Escalation ensures important patterns get attention
• Prevents bloating pain point tracking

Error Fingerprinting

Fingerprint Format

Copy[TOOL_NAME]-[ERROR_TYPE]-[MESSAGE_PATTERN]

Examples

Fingerprinting Rules

1. Tool name: Use uppercase, exact tool name
2. Error type: Categorize by error class, not specific message
3. Message pattern: First recognizable keyword or path segment
4. Consistency: Same error must produce same fingerprint

Core Workflow

Step 1: Review Error History

Read current error tracking:

Copycat .claude/pain-points/ai-error-history.json

Identify entries with count >= 2 that don't have a pain point ID.

Step 2: Analyze Pattern

For each recurring error:

1. Understand context: What was being attempted?
2. Identify root cause: Why does this error occur?
3. Assess frequency: How often might this recur?
4. Determine solution type: Is this a skill, config, or documentation issue?

Step 3: Create AI Pain Point

Add to .claude/pain-points/ai-pain-points.md:

Copy### AI-PAIN-NNNN: [Error Summary]

**Fingerprint**: `[TOOL]-[TYPE]-[PATTERN]`
**Occurrences**: N
**First Seen**: YYYY-MM-DD
**Last Seen**: YYYY-MM-DD

**Error Pattern**:

[Representative error message]

Copy
**Root Cause**:
[Analysis of why this occurs]

**Proposed Solution**:
[Type: Skill/Config/Documentation]
[Brief description of solution]

**Priority**: [Low/Medium/High/Critical]
**Status**: Open

Step 4: Update Error History

Add pain point reference to error history entry:

Copy{
  "errors": {
    "[fingerprint]": {
      "pain_point_id": "AI-PAIN-NNNN",
      ...
    }
  }
}

Step 5: Recommend Next Action

Based on priority and occurrence count:

Edge Cases

Error Too Generic

Condition: Fingerprint would match too many different errors Handling: Add more specific context to fingerprint, or split into sub-patterns

Error Already Has Skill

Condition: Skill exists but error still occurs Handling: Create improvement ticket for skill-improver instead

Error Is Configuration Issue

Condition: Error would be fixed by config change, not skill Handling: Document fix in quick-reference, don't create skill

Error Is External

Condition: Error is caused by external service/API Handling: Create monitoring pattern, not fix skill

Integration Points

With Error Detector Hook

• Receives fingerprinted errors
• Uses threshold data from hook
• Updates shared error history file

With Skill Builder

• Passes high-priority pain points
• Provides context for skill creation
• Links pain point to resulting skill

With Pain Point Manager

• AI pain points are a subset of all pain points
• Uses similar tracking format
• Shared archive workflow

Output Examples

Example 1: New Recurring Error

Trigger: Error detector reports 2nd occurrence of permission error Response:

Copy## Recurring Error Detected

**Fingerprint**: `BASH-PERMISSION_DENIED-scripts/deploy.sh`
**Occurrences**: 2

### Analysis
This error occurs when running deployment scripts without execute permissions.
Scripts are created with 644 permissions by default.

### AI Pain Point Created

**ID**: AI-PAIN-0012
**Priority**: Medium
**Proposed Solution**: Create pre-execution hook that checks and sets script permissions

### Recommendation
This pattern may benefit from a skill. Shall I invoke skill-builder to create one?

Example 2: Escalation to Skill Builder

Trigger: Error reaches 3rd occurrence Response:

Copy## Error Escalation - AI-PAIN-0008

**Fingerprint**: `PYTHON-IMPORT_ERROR-missing_deps`
**Occurrences**: 3 (escalation threshold reached)

### Pattern Summary
Python imports fail due to missing dependencies not in requirements.txt.

### Escalation Action
Invoking skill-builder with:
- Pain point: AI-PAIN-0008
- Priority: High
- Context: Auto-escalated after 3 occurrences

This will create a dependency verification skill.

Error Handling

If Error History File Missing

1. Create fresh file with empty structure
2. Log that history was reset
3. Continue processing

If Pain Point ID Collision

1. Find next available ID
2. Log the collision
3. Continue with new ID

If Cannot Determine Root Cause

1. Create pain point with "Needs Investigation" status
2. Set priority to Low
3. Flag for manual review

Skill Metadata

Version: 1.0.0 Created: 2026-01-16 Category: Self-Improvement Integration: Error Detector, Skill Builder, Pain Point Manager Maintenance: Continuous (triggered by error detector)