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Most agentic workflows break in production. I reviewed leading orchestration stacks to see which actually survive non-deterministic loops. Forget the demos—we’re digging into the failure modes and architectural patterns teams use to keep systems stable.
Everyone is pitching multi-agent workflows as magic, but production is a different beast. Once you move past demos, these systems often spiral into infinite tool-call loops that eat your context window and spike latency
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Multi-agent demos ignore the chaos of production. I have seen agent cascades hit infinite tool-call loops while the system stalls under load. Stop chasing pure automation and start building hard boundaries, observability, and sane rollback patterns.