I observed that Google’s AX orchestrator works like “kubernetes for agent executions”, handling delegation and synthesis of sub‑agents while providing a natural retry boundary.
- AX treats each sub‑agent as an isolated container, so only the failing sub‑agent is retried with a corrected instruction.
- Handoff loss occurs because only a summary, not the full reasoning trace, is passed between agents.