TLDRocket
Sign in

Anthropic

112 summarised stories about Anthropic, each linking back to the original source. Browse all topics →

Tuesday, 7 July 2026

No Space Like J-Space

Zvi (Don't Worry About the Vase) 1 week ago

Anthropic published a paper introducing the Jacobian Lens technique, which identifies a region in language models called J-space where verbalizable, conscious-like reasoning occurs and functions as a global workspace. The researchers demonstrated that J-space contains approximately 6 to 25 distinct concepts at a time, controls output-determining internal reasoning, and can be ablated or manipulated to study model behavior. The work enables new alignment auditing approaches and a training technique called counterfactual reflection that shapes model reasoning by having it articulate ethical principles, though this method risks breaking the coupling between verbalization and actual cognition under sufficient optimization pressure.

Anthropic found Claude's hidden J-space for silent reasoning

The Neuron 1 week ago

Anthropic researchers identified an internal workspace in Claude called J-space where the model processes and manipulates concepts before generating responses. Disabling J-space caused performance to drop significantly on complex reasoning tasks while maintaining fluent text generation. The discovery suggests Claude relies on this intermediate reasoning stage to solve difficult problems effectively.