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LLM agents fail in production due to probabilistic behavior, causing context degradation, infinite loops, and schema violations. The fix wraps models in deterministic software: an FSM orchestrator owns the loop, validates transitions, and commits idempotently. Prompt engineering alone cannot enforce reliability.
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