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AI assistants can now show a real, clickable interface from someone else's product right inside the conversation — a chart you can drag, a form you can fill in, a preview you can approve. That is MCP Apps, the open standard for putting a product's own UI inside Claude, ChatGPT and a growing list of other AI hosts. This is how it works, why it matters if you ship software, and the handful of situations where it is the right tool rather than a gimmick.
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Cloudflare Clef How A Decision Model Differs From An LLM
Cloudflare's Clef is billed as a "decision model", and it is easy to read that as just another LLM with a new label. It is not. An LLM answers a classification question by writing out its answer; Clef scores the answers you allow and hands back a pick and a confidence. This is what that difference actually is, what it buys you, how the two fit together in an agent, and when Clef is the wrong tool.