Checkpointing
Checkpoint every meaningful transition: inputs, tool calls, decisions, outputs, and recovery metadata.
Patterns for AI workflows that survive partial failure and remain inspectable after each run.
Checkpoint every meaningful transition: inputs, tool calls, decisions, outputs, and recovery metadata.
Replay turns failures into inspectable events instead of ambiguous model behavior.
Shipped systems where this concept runs in production.