continuous-learning

Continuous Learning Skill

What this skill carries — grep references/ for any subject the names below miss: !d=${CLAUDE_SKILL_DIR}; command -v skill-toc >/dev/null 2>&1 && exec skill-toc "$d"; s=$HOME/.claude/skills/plugin-utils/bin/skill-toc; [ -x "$s" ] && exec "$s" "$d"; echo "(skill-toc unavailable: references and scripts are NOT listed here — install the plugin-utils plugin, or start a new session so its bin/ reaches PATH)"

Extract reusable patterns from sessions and save them as learned skills for future use.

How It Works

This skill analyzes the session transcript to identify extractable patterns:

Session Evaluation: Checks if session has enough messages (default: 10+)
Pattern Detection: Identifies error resolutions, workarounds, debugging techniques
Skill Extraction: Saves useful patterns to ~/.claude/skills/

When to Use

At end of long sessions with multiple problem-solving cycles
After resolving complex errors that might recur
When you develop project-specific conventions

Invocation

Use /learn command or invoke directly:

/continuous-learning

Configuration

Edit config.json to customize:

{
  “min_session_length”: 10,
  “extraction_threshold”: “medium”,
  “auto_approve”: false,
  "learned_skills_path": "~/.claude/skills/learned/",
  “patterns_to_detect”: [
    “error_resolution”,
    “user_corrections”,
    “workarounds”,
    “debugging_techniques”,
    “project_specific”
  ]
}

Pattern Types

Pattern	Description
`error_resolution`	How specific errors were resolved
`user_corrections`	Patterns from user corrections
`workarounds`	Solutions to framework/library quirks
`debugging_techniques`	Effective debugging approaches
`project_specific`	Project-specific conventions

Learned Skills Format

Extracted skills are saved following the standard skill directory structure:

~/.claude/skills/learned/
├── fix-marimo-import-error/
│   └── SKILL.md
├── debug-pixi-environment/
│   └── SKILL.md
└── wrds-connection-pattern/
    └── SKILL.md

Each learned skill follows standard SKILL.md format with:

Frontmatter (name and description)
Problem context
Solution pattern
Example usage

Integration

The skill reads from CLAUDE_TRANSCRIPT_PATH (JSON conversation transcript) which is automatically set by Claude Code during sessions.

/learn command - Manual pattern extraction mid-session
/checkpoint command - Save session state
Session-end hook - Auto-evaluates sessions for patterns

About this skill