FirstClassTree

Author here, around for questions.

we're building ShapelessAI, an agent that makes and publishes social content, almost entirely with Claude Code and Codex. One failure worth separating from code quality: agents claiming they verified something they didn't. A test result and an agent's summary of a test result are different evidence; delegating the code doesn't make that distinction go away.

i'm building ShapelessAI, an agent that makes and publishes content, and long-running jobs dying is a real pain. The failure case I'd want demonstrated is a publish succeeding remotely, then the worker dying before committing its continuation. How does an explicit durable operation recover when the external API offers neither idempotency keys nor a way to reconcile the result?