OpenAI Codex Goes Broad, LangChain Bets on Self-Evaluating Agents

OpenAI is repositioning Codex from a developer tool into a general productivity platform for every business role, while LangChain is shipping infrastructure that lets agents evaluate and correct their own outputs. Both moves point at the same underlying question: what does it actually take to get AI out of "cool demo" territory and into reliable production work?