compound-learnings

Transform session learnings into reusable skills and rules under .claude directories.

1|Updated Jan 2, 2026
One-click install
npx skills add https://github.com/tfunk1030/vibe --skill compound-learnings-tfunk1030
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: compound-learnings
Source: https://github.com/tfunk1030/vibe/tree/main/.claude/skills/compound-learnings
Command: npx skills add https://github.com/tfunk1030/vibe --skill compound-learnings-tfunk1030

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Ephemeral session learnings often vanish or fail to scale; this Skill provides a process to convert those learnings into durable capabilities (skills, rules, and agents) that can be reused across projects.

Core Features & Use Cases

  • Gather learnings from sessions and notes.
  • Extract recurring patterns and decisions.
  • Generate executable artifacts (.skills, .claude/rules, and agent definitions) for reuse.

Quick Start

Identify recent sessions, extract recurring patterns, and create a new skill from them.

Frequently Asked Questions about compound-learnings

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

FAQPage Schema
How do I turn session learnings into reusable skills and rules?

To convert session learnings into reusable rules, the Skill extracts recurring patterns from your notes and retrospectives, then generates frontmatter-compliant SKILL.md files and artifact templates under .claude/skills and .claude/rules.

What is the best way to capture team retrospective knowledge for automation?

Capturing team retrospective knowledge for automation involves analyzing session notes to extract recurring decisions and patterns. This Skill transforms those learnings into durable, executable artifacts like .claude/rules and skill definitions.

How do I generate SKILL.md files from my existing documentation?

Generating SKILL.md files from existing documentation requires analyzing your notes for recurring patterns. This Skill consolidates your session learnings and outputs frontmatter-compliant SKILL.md files to create permanent, reusable capabilities.

Can I create durable agents from ephemeral project notes without dependencies?

Yes, you can create durable agents from ephemeral project notes without dependencies. This Skill operates independently to analyze your session data, extract patterns, and generate reusable agent definitions and rules across your workflows.

When do I need to convert ephemeral learnings into permanent artifacts?

You need to convert ephemeral learnings into permanent artifacts when session knowledge vanishes or fails to scale across projects. This process ensures your team retrospectives and decisions are captured as durable skills and rules for reuse.