nshkrdotcom / mwb Sponsor Star 0 Code Issues Pull requests 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