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 30, 2026 · All news
A recalled memory that does not belong is reported as irrelevant here, not incorrect, so it stops surfacing on the wrong kind of task without retiring it everywhere. Rules block only on a direct, in-scope match.
curl -fsSL https://www.lamlab.ai/api/install/claude-upgrade | shUpdate once so the marketing banner, terminal announcement, and stub version all say 1.7.1: the same story your agent already sees from /api/update-announcement.