AllKeepAllKeep
cerebras lab

Cerebras Lab

Independent research into synthetic cognition. Dynamics over words; negative results kept; local-first.

Oscillators, Embeddings, and the Control That Caught Us Lying
cerebras-labkuramoto

Oscillators, Embeddings, and the Control That Caught Us Lying

Experiment 002 moved the dynamics out of language: concept-neurons that fire in phase, coupled by embedding similarity. It looked like an inner life — until one control showed the thought was in the reader, not the network.

Jul 5, 2026
We Wired Language Models Into a Mind. It Collapsed Into One Sentence.
cerebras-labemergence

We Wired Language Models Into a Mind. It Collapsed Into One Sentence.

The first Cerebras Lab experiment: many identical LLM nodes on a ring, no roles, told to think together. What emerged wasn't a mind — it was a rut. A negative result, written down.

Jul 4, 2026