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continuous-learning-v2

Observe Claude Code sessions to create confidence-scored instincts and evolve them into skills.

Updated Apr 6, 2026
Search Tags:#code analysis#continuous learning#instincts#skill evolution#project-based learning
One-click install
npx skills add https://github.com/thangvawn/agent_financial --skill continuous-learning-v2-thangvawn
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/thangvawn/agent_financial/tree/main/.cursor/skills/continuous-learning-v2
Command: npx skills add https://github.com/thangvawn/agent_financial --skill continuous-learning-v2-thangvawn

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill automatically learns from Claude Code sessions, creating atomic instincts with confidence scoring and evolving them into skills/commands/agents, fostering continuous learning and knowledge reuse.

Core Features & Use Cases

  • Session Observation: Hooks observe Claude Code sessions, capturing prompts, tool use, and outcomes.
  • Instinct Creation: Observations are used to create atomic instincts, with confidence scoring and domain tagging.
  • Skill Evolution: Instincts evolve into full skills, commands, or agents.
  • Project Scope: Instincts can be project-scoped to prevent cross-project contamination.
  • Use Case: Imagine you're working on a complex project. This Skill will learn from your coding patterns, creating custom commands to streamline your workflow.

Quick Start

Enable session observation hooks in Claude Code settings.

Frequently Asked Questions about continuous-learning-v2

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

FAQPage Schema
How do I automate pattern recognition from Claude Code sessions?▼

To automate pattern recognition, this Skill observes Claude Code sessions via hooks to capture prompts and tool use, creating atomic instincts with confidence scoring for continuous learning.

How does continuous learning turn coding patterns into reusable commands?▼

Continuous learning turns coding patterns into reusable commands by creating atomic instincts from session observations, then evolving those instincts into full skills, commands, or agents.

Does this continuous learning skill work outside the Claude Code environment?▼

No, this continuous learning skill requires a Claude Code environment with appropriate plugins and configurations enabled to hook into sessions and capture development workflow data.

How do I prevent cross-project contamination of learned coding instincts?▼

To prevent cross-project contamination of learned coding instincts, you can apply project-scoped tagging, ensuring observed patterns and tool preferences remain isolated to their specific project.

What is the best way to standardize code style based on session history?▼

The best way to standardize code style is using session observation to analyze your coding patterns, generating atomic instincts that evolve into automated standardization rules.

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