Percepta on X: “Once a language model ships, the world it knows is frozen. Updating it…”

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Once a language model ships, the world it knows is frozen. Updating it usually means retraining, or bolting on external retrieval systems that decide what the model gets to see.

Our new architecture, Spotlight, offers a different route.

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Oct 8, 2026, 2:54 PM UTC

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Percepta on X: “Once a language model ships, the world it knows is frozen. Updating it…” | PeekX