Compounding Skill

If .khuym/onboarding.json is missing or stale for the current repo, stop and invoke khuym:using-khuym before continuing.

Research shows that engineering teams who systematically capture and re-inject learnings reduce time-to-complete on subsequent features by 30–50% (Compound Engineering, Every.to). This skill closes the loop. Each feature that runs through compounding makes the next one cheaper. Skip this step and the ecosystem stays flat. Run it and it gets smarter every cycle.

When to Use This Skill

Invoke after khuym:reviewing completes and the feature is merged (or abandoned with lessons). Also invoke after any debugging session that surfaced a non-obvious root cause. Skip only for trivial one-line changes where nothing reusable emerged.

Process