When scaling multi-agent AI ecosystems across asynchronous cloud boundaries,

traditional RPC calls break down. Network partitions, rate limits, and non-

deterministic agent executions often result in silent state corruption or

phantom side-effects.

> "In distributed agentic systems, non-determinism must be isolated at the