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Anthropic Finds J-Space, a Shared Processing Workspace Inside Claude

The company published a paper and open-source tools that let researchers inspect a Jacobian-based activation subspace that can be read, changed, and causally linked to model outputs.

Overview

  • Anthropic reports that Claude developed a distinct activation subspace called J-space that organizes and shares information across the model.
  • Researchers used a new Jacobian-based method called the J-lens to identify J-space and map coordinated activation patterns that emerged during training.
  • Claude can report the contents of J-space on request, change those contents when asked, and researchers show direct interventions in J-space alter the model’s verbal outputs and task performance.
  • Anthropic released the J-lens code and a Neuronpedia demo so external teams can reproduce and probe the finding, stressing community validation is needed to test generality.
  • The team frames J-space as a partial, causally actionable window for interpretability and safety work, notes most processing still occurs outside J-space, and stops short of claiming any form of consciousness.