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The Learning and Memory Lab
The model will change. The standard of judgment must survive it.
Cognition keeps the judgment you already earned inside the agents you already use, so the next session starts from the correction, the decision, and the standard, not a blank chat.


We let people off this list slowly. Jo approves every release before it reaches the product.

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Release · September 18, 2026 · All news
Twenty-five clinical workflow registries, an HTTP plan gate with versioned policy packs, reviewer sign-off bound to the exact version reviewed, and an in-boundary runner that never sends chart text off the customer's boundary.
curl -fsSL https://www.lamlab.ai/api/install/claude-upgrade | shUpdate once so the marketing banner, terminal announcement, and stub version all say 1.6.95: the same story your agent already sees from /api/update-announcement.