compound-loop

Document post-task learnings into learnings.md and suggest CLAUDE.md improvements.

Updated Mar 15, 2026
One-click install
npx skills add https://github.com/JNZader/javi-ai --skill compound-loop
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: compound-loop
Source: https://github.com/JNZader/javi-ai/tree/main/own/skills/compound-loop
Command: npx skills add https://github.com/JNZader/javi-ai --skill compound-loop

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Post-task learning capture workflow that documents what was learned, appends to learnings.md, and suggests CLAUDE.md improvements.

Core Features & Use Cases

  • Automates the post-task reflection process to ensure learnings are captured and reusable.
  • Appends a structured entry to learnings.md, centralizing team knowledge for onboarding and future work.
  • Proposes CLAUDE.md improvements based on captured learnings to enhance future sessions.

Quick Start

Describe the task context and trigger the post-task learning capture to append a new entry to learnings.md.

Frequently Asked Questions about compound-loop

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

FAQPage Schema
How do I automate post-task learning capture to document project knowledge?

You automate post-task learning capture by issuing trigger commands like "compound" after significant work, which documents learnings and appends a structured entry with dates and tags to learnings.md.

What is the best way to append structured learnings to a knowledge base file?

The best way to append structured learnings is to prepend entries to a dedicated learnings.md file using a standardized format with dates, tags, and optional Engram integration for cross-project retrieval.

Can I suggest CLAUDE.md improvements based on captured task learnings?

Yes, you can suggest CLAUDE.md improvements based on captured task learnings by analyzing the documented learnings entry and proposing updates to enhance future AI sessions.

Does post-task reflection work with Engram integration for cross-project knowledge retrieval?

Post-task reflection supports optional Engram integration, enabling cross-project knowledge retrieval by storing standardized learning entries with dates and tags in learnings.md.

When should I trigger a learning entry capture during a development workflow?

You should trigger a learning entry capture after completing significant work or when issuing specific commands like "what did we learn" to document and reflect on the task outcomes.