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1. why-this-language-historical-symmetry-breaking-through-cultural-transmission why-this-language-historical-symmetry-breaking-through-cultural-transmission Public

   Research software, manuscript and replication materials for: Why This Language? Historical Symmetry Breaking through Cultural Transmission (Zenodo 10.5281/zenodo.22338797)

   Python

2. risk-normalization-scale-invariance risk-normalization-scale-invariance Public

   Research software and replication materials for cost-scale equivariance, harmonic-width transaction costs, and eligibility drift in futures trading rules.

   Python

3. autonomous-ai-research-assistant autonomous-ai-research-assistant Public

   This project implements an autonomous AI research assistant that searches for, analyzes, and synthesizes information from recent AI research papers. It uses the arXiv API to find papers and leverag…

   Python

4. beyond-compressor beyond-compressor Public

   What do zero-data self-play models add beyond an off-the-shelf compressor? Paper, scoring tool, per-byte log losses (data: doi.org/10.5281/zenodo.23058002)

   C++

5. two-numbers two-numbers Public

   What aggregate scores hide: check whether a headline score reflects fine-grained knowledge or just group membership. Group baseline (B) + conditional predictive gain (CPG).

   Python

6. unique-games-short-proof unique-games-short-proof Public

   The Unique Games Theorem: an 11-page self-contained proof and a 17-page faithful presentation of OpenAI's proof (Zenodo DOIs inside)

   TeX