human▌

AI can generate code. Someone must still decide what to build, whether it solves the problem, and if it can actually ship.

Pause graph execution for human review, approval, or validation, then resume with their input. \n \n Requires three components: a checkpointer (InMemorySaver or PostgresSaver), a thread ID in config, and JSON-serializable interrupt payloads \n interrupt(value) pauses and surfaces data; Command(resume=value) resumes and returns that value to the paused node \n All code before interrupt() re-executes on resume, so side effects must be idempotent (use upsert, not insert) \n Supports approval workfl