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1. Inferential-Fidelity-Framework Inferential-Fidelity-Framework Public

   Reference implementation of a mathematical theory of transfer guarantees, introducing the transfer operator, structural certification theorems, and reproducible computational experiments. Copyright…

   Python

2. Maritime-Intent-Probe Maritime-Intent-Probe Public

   Construct-validity diagnostics for mechanistic interpretability probes: demonstrating why held-out probe accuracy cannot establish semantic representation under confounded stimulus designs.

   Python

3. Benchmark-Stewardship_NOHARM_MAST Benchmark-Stewardship_NOHARM_MAST Public

   Reference implementation for continuous benchmark surveillance. It combines multiple evidence streams to monitor whether benchmarks remain reliable measurement instruments over time, supporting inv…

   Python

4. Darcy-Construct-Benchmark Darcy-Construct-Benchmark Public

   Developing methods to certify that AI used for EIT preserves clinically meaningful information about lung recruitment and ventilation, not just accurate voltage predictions.

   Python

5. TransformerLens-Training-Controls TransformerLens-Training-Controls Public

   Dev Merged_TransformerLens compatibility layer for a maritime routing model trained from scratch, with numerically verified weight conversion preserving logits exactly. Enables activation patching,…

   Python

6. COPD-Prevalence-Pipeline_Federated-Extension COPD-Prevalence-Pipeline_Federated-Extension Public

   Pipeline for Derivation of Bayesian COPD Prevalence across Population Health Studies and calculation of BOD Metrics, extending my work from the Robert Koch Institute, Est. 1891