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research-provenance

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nshkrdotcom / mwb

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Mechanistic Workbench (mwb): Local-first mechanistic interpretability workbench for IPython research, agent-readable state, artifact validation, evidence graphs, claim-safe MechanismCards, provenance, run ledgers, SAE/TransformerLens workflows, and reproducible MI experiments

python jupyter ipython sparse-autoencoders ai-safety sae interpretability experiment-tracking mechanistic-interpretability agentic-workflows llm-interpretability ml-research transformer-lens nshkr-ai-infra research-provenance sae-lens claim-safety artifact-validation evdience-graph
  • Updated Jun 27, 2026
  • Python

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