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LiteLLM’s November 4 release removes bundled Lens workers. Check the deployment blocker, replacement limits and how to preserve investigations.

OpenAI’s Mazda research and prototype trials highlight where AI can help with design—and why manufacturing review and full-workflow costs still matter.

Ai2’s StateBench separates finding facts from following updates. What should teams check before trusting AI to reconstruct changing work records?