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Explore our latest engineering insights, architectural blueprints, and practical playbooks.

Most GCCs now have a dozen or more AI vendors on the books, one per delivery pod, with no shared criteria for who gets selected or reviewed. Nobody owns the full list, so nobody owns the risk sitting inside it either.

68% of production LLM incidents were preceded by detectable signals in monitoring data that wasn't being collected. The teams that debug LLM quality problems in hours instead of days built their observability stack before the first incident, not during it.

Enterprise AI agent fleets have doubled since December 2025 while the humans reviewing their decisions have not. Here is what that oversight math actually looks like in 2026.