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.