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Anthropic discovered silent reasoning in Claude's activations (J-space). The author applied the same Jacobian lens to Qwen3-8B locally, using it to detect prose drift before tool calls and implement agent guards.
GoodfireAI introduces Block-Sparse Featurizers (BSFs), a new research method for finding concepts in model activations using multidimensional blocks instead of single directions.