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 22, 2026 · All news
Agents are told durable memory lives in Cognition, not a local file. Revoking a key is no longer a removal: removal denies the identity at mint, auth, and renewal. A standing always-rule is no longer labelled never.
curl -fsSL https://www.lamlab.ai/api/install/claude-upgrade | shUpdate once so the marketing banner, terminal announcement, and stub version all say 1.6.97: the same story your agent already sees from /api/update-announcement.