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 26, 2026 · All news
A gate refusal that named no field was not actionable. Refusals now name both fields and what each is for. Practice rules that could never be enforced moved into the channel that can check them.
curl -fsSL https://www.lamlab.ai/api/install/claude-upgrade | shUpdate once so the marketing banner, terminal announcement, and stub version all say 1.6.99: the same story your agent already sees from /api/update-announcement.