Honest Compounding

Compounding is only worth anything if it's honest - if what carries forward is real.

You own and steward the loop. It doesn't run away from you. You decide when something is ready, you review what the AI proposes, and session history carries your decisions forward instead of asking you to re-make them. The work is spec-first: what gets built traces back to a spec you shaped.

Nothing is fabricated. What compounds is the work you actually did - captured, persisted, and carried forward - not invented detail. Persistence is real storage you can see, not the model's opaque memory.

The human side compounds too. As the loop runs, your own working memory and judgment build alongside the artifacts - the trust you place in it, and the relay between your judgment and the AI's execution, get stronger each pass. The compounding is shared, and it's honest.