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1. PolyGLUPolyGLUPublic

   PolyGLU: a drop-in replacement for SwiGLU in transformer FFN blocks. Inspired by neurotransmitter-receptor diversity, each neuron routes between 4 qualitatively distinct activation functions via hy…

   Python 4

2. tacittacitPublic

   TACIT — Transformation-Aware Capturing of Implicit Thought

   Python

3. tacit-benchmarktacit-benchmarkPublic

   TACIT Benchmark v0.1.0 — Visual reasoning benchmark with 10 puzzle types, dual-track evaluation, and CV-based verification

   Python

4. sae-vk-benchmarksae-vk-benchmarkPublic

   Scaling Self-Awareness Features in Language Models: Sparse Autoencoder Probing on the Voight-Kampff Benchmark — code, data, and paper

   TeX 3

5. TheLocalMinimumParadoxTheLocalMinimumParadoxPublic

   Conservation Law Breaking at the Edge of Stability: A Spectral Theory of Non-Convex Neural Network Optimization

   Python

6. voight-kampff-testvoight-kampff-testPublic

   A Phenomenological Benchmark for Behavioral Self-Awareness in Artificial Intelligence

   TypeScript 3 1