continuous-learning-v2

Captures atomic learned behaviors from Claude Code tool-use sessions via hooks.

1|Updated May 12, 2026
One-click install
npx skills add https://github.com/Manvendra08/TradingBot --skill continuous-learning-v2-manvendra08
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/Manvendra08/TradingBot/tree/main/_agent/skills/continuous-learning-v2
Command: npx skills add https://github.com/Manvendra08/TradingBot --skill continuous-learning-v2-manvendra08

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This skill eliminates the tedious manual work of documenting coding patterns and workflows by automatically observing your Claude Code sessions, capturing user corrections, error resolutions, and repeated tool usage as learnable "instincts" with confidence scoring.

Core Features & Use Cases

  • Hook-Based Observation: Captures 100% of tool use events via PreToolUse and PostToolUse hooks to detect patterns with perfect reliability.
  • Atomic Instincts: Creates small, confidence-weighted behaviors (0.3-0.9) tagged by domain such as code-style, testing, git, and workflow, with full evidence tracking.
  • Project-Scoped Isolation: v2.1 stores instincts per project using git remote URL hashes, ensuring React patterns stay in React projects and Python conventions stay in Python projects.
  • Evolution Pipeline: Clusters related instincts into full skills, slash commands, or background agents using the /evolve command.
  • Cross-Project Promotion: Automatically promotes high-confidence patterns appearing in 2+ projects to global scope for universal application.

Quick Start

Enable continuous-learning-v2 to automatically observe your Claude Code sessions and build a library of project-specific instincts that evolve into reusable skills and commands.

Frequently Asked Questions about continuous-learning-v2

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

FAQPage Schema
How do I automatically learn coding patterns from Claude Code sessions?

The skill captures atomic learned behaviors by hooking into PreToolUse and PostToolUse events to detect user corrections and repeated tool sequences. It uses background Haiku analysis for pattern detection and stores results as confidence-weighted instincts.

What's the best way to prevent cross-project pattern contamination when storing learned coding instincts?

To prevent cross-project pattern contamination, store learned coding instincts using project-scoped isolation via git remote URL hashing. This ensures React patterns stay in React projects and Python conventions stay in Python projects without bleeding across contexts.

Does continuous learning work with PreToolUse and PostToolUse hooks for pattern detection?

Yes, this approach uses PreToolUse and PostToolUse hooks to capture 100% of tool use events for pattern detection. Background Haiku analysis then processes these events to generate confidence-scored atomic instincts tagged by domain.

Can I cluster learned instincts into reusable skills or slash commands?

Yes, you can cluster learned instincts into reusable skills, slash commands, or background agents using the /evolve command. This evolution pipeline groups related atomic behaviors into full skills for broader application across sessions.

How do I promote high-confidence coding patterns from project scope to global scope?

High-confidence coding patterns are automatically promoted from project scope to global scope when they appear in 2 or more projects. This cross-project promotion ensures universally applicable patterns are available across all development environments.

What coding domains does pattern detection support for instinct tagging?

Pattern detection supports instinct tagging across domains including code-style, testing, git, and workflow. Each atomic instinct receives a confidence score between 0.3 and 0.9 with full evidence tracking for reliable pattern application.