The Agent System

An autonomous interpretability copilot that runs the full inspection pipeline, drives every panel in the UI, and narrates what it finds — all without you touching a button. 27 tools, 5 canonical workflows, live UI control.

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The Attribution System

Causal mediation analysis, SAE feature extraction, circuit attribution graph, logit lens, feature steering, UMAP exploration, fact verification, bias detection, and censor auditing — all in one pipeline on Llama 3.2 1B Instruct.

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The Eval System

Consistency, suppression detection, and knowledge boundary probing. Behavioral evals that surface failure modes without requiring a trained SAE — works on any TransformerLens-compatible model.

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Benchmarks

InterpScore, FeaturePurityScore, and MUI: integrated benchmarks for evaluating SAE features on Llama 3.2 1B Instruct. Plus thirteen weight editing benchmarks covering retention, generalization, locality, long-form generation, and more.

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