Never pay twice
The journal is a content-addressed memoizing log of completed effects. On resume, finished LLM calls replay from disk; inserting a new call costs exactly one live call.
The journal
Durable by construction: a completed LLM call is never paid for twice. Three orchestration modes on one runtime, one journal, one budget path. Hard dollar ceilings, vendor-neutral provider adapters, VCR cassettes for hermetic tests, and ModelKnowledge that remembers which models work in your project. No server, no database, no control plane.