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continuous-learning

Extract and evolve user instincts from Claude Code sessions into reusable skills, commands, or agents.

Updated Aug 27, 2026
Search Tags:#automation#hooks#project-context#instincts#continuous-learning#skill-evolution
One-click install
npx skills add https://github.com/bereniketech/claude_kit --skill continuous-learning-bereniketech
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: continuous-learning
Source: https://github.com/bereniketech/claude_kit/tree/main/skills/core/continuous-learning
Command: npx skills add https://github.com/bereniketech/claude_kit --skill continuous-learning-bereniketech

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Extracts and curates actionable patterns from Claude Code sessions by observing, scoring confidence, and evolving them into reusable skills, commands, or agents.

Core Features & Use Cases

  • Observation hooks that capture tool usage and outcomes to seed instincts
  • Project-context detection and lifecycle management for instincts (observe -> extract -> validate -> promote)
  • Confidence-based evolution with rules to promote to global instincts after repeated validation
  • Structured storage of project-scoped and global instincts for reuse

Quick Start

Activate continuous-learning by enabling PreToolUse and PostToolUse hooks and review instincts in ~/.claude/homunculus.

Frequently Asked Questions about continuous-learning

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I extract reusable patterns from Claude Code sessions automatically?▼

Automated extraction of reusable patterns from Claude Code sessions uses PreToolUse and PostToolUse hooks to observe tool usage, score confidence, and evolve validated patterns into global instincts stored in a structured layout.

What is the instinct lifecycle for evolving project context into reusable skills?▼

The instinct lifecycle progresses through four stages: observe tool usage, extract actionable patterns, validate confidence through repeated sessions, and promote validated instincts to global reusable skills, commands, or agents.

Can I use continuous-learning hooks to capture tool usage outcomes in Claude projects?▼

Yes, continuous-learning enables observation hooks that capture tool usage and outcomes during Claude Code sessions, seeding project-scoped instincts that can be validated and promoted to global instincts after repeated confidence scoring.

How do I manage project-scoped versus global instincts for developer workflows?▼

Project-scoped instincts are stored in a structured layout and managed through confidence-based evolution rules, promoting to global instincts only after repeated validation across sessions, ensuring only reliable patterns become reusable skills.

Does continuous-learning work without external dependencies for pattern extraction?▼

Continuous-learning operates with zero external dependencies, relying entirely on Claude Code's native PreToolUse and PostToolUse hooks to detect project context, observe outcomes, and manage the four-stage instinct lifecycle autonomously.

When should I not use automated instinct extraction for Claude sessions?▼

Automated instinct extraction is not suited for one-off or exploratory sessions where patterns lack repeated validation, since confidence scoring and promotion rules require multiple observations to reliably evolve patterns into reusable skills.

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