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Retries, auth checks, serialization, state sync, latency, the hidden costs of multi-agent workflows that nobody budgets for until the invoice arrives.
Kimi K2.6 and Qwen3.6 are rewriting the rules of AI infrastructure. Here’s why your API-dependent stack can’t handle 4,000 coordinated agent steps, and what to build instead.
