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Large model failures aren’t bugs. They’re design failures hidden in complexity. Most teams treat large model debugging like a developer’s side hustle or a fire drill. That’s why scaling LLMs remains guesswork disguised as engineering. I’ve worked on ...

Multi-agent systems are stuck. The agents themselves—LLMs, microservices, tools—are no longer the bottleneck. The problem is orchestration: the missing contract layer that guarantees coordination, discovery, updates, and compliance at scale. Without ...
