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1. neurogenneurogenPublic

   An autoresearch project. Developmental constraints improve transformer training.

   Python

2. urg-forecast-coreurg-forecast-corePublic

   ED occupancy forecasting + Monte Carlo simulation for Chilean emergency departments. Uses DEIS public data.

   Python

3. boundary-signatureboundary-signaturePublic

   A token-probability measurement protocol for per-step belief monitoring in chain-of-thought reasoning. Per-step answer-distribution scorers (mean entropy) as deferral signals, validated cross-domai…

   Python

4. clinical-llm-redteamclinical-llm-redteamPublic

   Adversarial test cases and grading rubrics for clinical safety of LLMs, from a practicing emergency physician

   Python

5. clinical-cue-calibrationclinical-cue-calibrationPublic

   Evaluation apparatus for whether clinical LLMs weight diagnostic evidence correctly: resist/detect/inquire failure modes, paired-probe harness

   Python

6. token-lattice-catoken-lattice-caPublic

   Token-lattice CA: a cellular automaton over token space as a black-box measurement instrument for language-model structure (F1-F19; toy transformer + real BERT MLMs)

   Python