asklokesh

Compound Learning — Development skill for Claude Code

Development community

Compound Learning & Deep Planning.

How to install Compound Learning

Installs to ~/.claude/skills/asklokesh-loki-mode-compound-learning/SKILL.md

Terminal
mkdir -p ~/.claude/skills/asklokesh-loki-mode-compound-learning && curl -fsSL https://raw.githubusercontent.com/asklokesh/loki-mode/HEAD/skills/compound-learning.md -o ~/.claude/skills/asklokesh-loki-mode-compound-learning/SKILL.md

Restart Claude Code, or start a new session, for it to be picked up.

What Compound Learning does

Compound Learning & Deep Planning

**Inspired by:** Compound Engineering Plugin (Every/Kieran Klaassen) -- knowledge compounding philosophy where each unit of work makes subsequent work easier.


Knowledge Compounding (Post-VERIFY)

After VERIFY passes, evaluate whether the task produced a **novel insight** worth preserving. Extract structured solutions that feed back into future planning.

When to Compound

Extract a solution when the task involved:

  • Fixing a bug with a non-obviou

Alternatives in Development

  • PaperSpine — PaperSpine is a motivation-driven skill for learning from strong academic papers, building a paper’s central a 5k ★
  • Claudeception — A Claude Code skill for autonomous skill extraction and continuous learning 2.2k ★
  • Cq — An open standard for shared agent learning 1.3k ★

Full documentation available on GitHub

View Source Repository