Continuous Learning — Development skill for Claude Code
Automatically extract reusable patterns from Claude Code sessions and save them as learned skills for future use.
How to install Continuous Learning
Installs to ~/.claude/skills/rustidi-ml-portfolio-continuous-learning/SKILL.md
mkdir -p ~/.claude/skills/rustidi-ml-portfolio-continuous-learning && curl -fsSL https://raw.githubusercontent.com/rustidi/ml-portfolio/HEAD/skills/continuous-learning.md -o ~/.claude/skills/rustidi-ml-portfolio-continuous-learning/SKILL.md Restart Claude Code, or start a new session, for it to be picked up.
What Continuous Learning does
name: continuous-learning description: Automatically extract reusable patterns from Claude Code sessions and save them as learned skills for future use.
Continuous Learning Skill
Automatically evaluates Claude Code sessions on end to extract reusable patterns that can be saved as learned skills.
When to Activate
- Setting up automatic pattern extraction from Claude Code sessions
- Configuring the Stop hook for session evaluation
- Reviewing or curating learned skills in `~/.clau
Alternatives in Development
- Claudeception — A Claude Code skill for autonomous skill extraction and continuous learning 2.2k ★
- Continuous Claude — Run Claude Code in a continuous loop, autonomously creating PRs, waiting for checks, and merging 1.3k ★
- Kaizen — Applies continuous improvement methodology with multiple analytical approaches, based on Japanese Kaizen philo 663 ★
Full documentation available on GitHub
View Source RepositoryRelated Skills
Lessons
Extract reusable patterns and lessons learned from completed work. Run after phase completion or after signifi
Continuous Improvement
Reflect on the current session, analyze observations for patterns, and show instinct status. Runs on-demand to
Capture Skill
Capture learnings, patterns, or workflows from the current conversation into CLAUDE.md or a skill. Use when th
Continuous Learning V2
Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scor
Extract Patterns
Extract repeated code into reusable components
Skill Knowledge Extractor
从对话、文档和工作经验中提取可复用的知识模式 Extract reusable knowledge patterns from conversations and documents
Related Agents
Deep Reflector
Comprehensive session analysis and learning capture specialist. Analyzes development sessions to extract patte
Pattern Extractor Agent
Learning extraction specialist. Use for: analyzing fix commits, identifying root cause patterns, creating rule
Agent Evolution
Agent self-improvement coordinator — use after sessions to review what was learned, update KNOWLEDGE sections