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 · October 2, 2026 · All news
The installed instruction block now describes the release it announces. It had paired each new title with an older release's notes, so six releases told agents they were about something else.
curl -fsSL https://www.lamlab.ai/api/install/claude-upgrade | shUpdate once so the marketing banner, terminal announcement, and stub version all say 1.7.2: the same story your agent already sees from /api/update-announcement.