skills.rest
aman-2709
aman-2709COMMUNITY
Explore all skills by this author →
GitHub

continuous-learning-v2

Extract reusable behavioral patterns from Claude Code session summaries into instinct records.

12|2|Updated Mar 22, 2026
Search Tags:#learning#evolution#workflow-automation#session-analysis#state-store#instincts#confidence-scoring
One-click install
npx skills add https://github.com/aman-2709/superpowers-ecc --skill continuous-learning-v2-aman-2709
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/aman-2709/superpowers-ecc/tree/main/skills/continuous-learning-v2
Command: npx skills add https://github.com/aman-2709/superpowers-ecc --skill continuous-learning-v2-aman-2709

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Converts fragmented session behavior and ad-hoc corrections into structured, reusable "instincts" so the system can learn and apply consistent behaviors across sessions with confidence scoring.

Core Features & Use Cases

  • Session pattern extraction: Detects user corrections, error resolutions, and repeated workflows from session summaries and turns them into atomic instinct records.
  • Confidence scoring & evidence: Assigns and updates confidence scores with evidence traces to determine when behaviors should be suggested or auto-applied.
  • Lifecycle management: List, export, import, cluster, and evolve instincts into higher-order artifacts (skills, commands, agents) when thresholds are met.
  • Use Case: After several sessions where a user prefers functional patterns, run analysis to create an instinct that nudges future code suggestions toward functional style.

Quick Start

Run the learn command to analyze the latest session and create or update instinct entries using /superpowers-ecc:learn.

Frequently Asked Questions about continuous-learning-v2

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

FAQPage Schema
How do I extract reusable behavioral patterns from Claude Code session summaries?▼

Extract reusable patterns by running the learn command to analyze local Claude Code session summaries, detecting repeated workflows and user corrections, and converting them into discrete instinct records stored as JSON files.

What are confidence scores and how do they work for managing instinct libraries?▼

Confidence scores evaluate instinct reliability by tracking evidence traces from session analysis, determining when behaviors should be suggested or auto-applied across future sessions within the instincts index.

Can I import and export instinct records across different development environments?▼

Yes, instinct records support import and export workflows via a state store API, managing JSON instinct files under ~/.claude/superpowers-ecc/ to transfer behavioral patterns across development environments.

When should I cluster and evolve instincts into higher-order artifacts?▼

Cluster and evolve instincts into higher-order artifacts like skills, commands, or agents when confidence score thresholds are met during developer workflow reviews, upgrading repeated behavioral patterns into structured automation components.

Does this workflow automation tool require any external dependencies or components?▼

No external dependencies or components are required. The tool operates standalone, reading and writing JSON session and instinct files locally under ~/.claude/superpowers-ecc/ to manage instinct libraries via a state store API.

Related Skills

Explore More Software Engineering Skills→
qte77qte77
2

summarizing-session-end

Generate a session summary file under ~/.claude/session-summaries when a Claude Code session ends.

Community
Intermediate
linnefromicelinnefromice

continuous-learning

Extract reusable patterns from Claude Code sessions and save them as learned skills.

Community
Basic
xxihxxih
1

continuous-learning-v2

Convert Claude Code session activity into confidence-weighted YAML behavioral instincts.

Community
Advanced
Zenobia000Zenobia000
2

continuous-learning-v2

Extract reusable coding behaviors from Claude Code session observations with confidence scoring.

Community
Advanced