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1. hebbian-belief-state-world-model hebbian-belief-state-world-model Public

   Study 1 of the Hebbian Belief-State World Model: does a BDH core's plastic synapse state encode linearly readable beliefs? A preregistered negative result.

   Python 1

2. world-model-carracing world-model-carracing Public

   A world model in PyTorch — a conv-VAE compresses CarRacing frames into latents, and an MDN-LSTM learns the dynamics, so the model can dream coherent driving with no environment running.

   Python

3. tech-digest tech-digest Public

   Self-hosted, personalized morning tech digest delivered to Telegram — learns from your 👍/👎.

   Python

4. git-producer-tag git-producer-tag Public

   🎤 Your git gets a producer tag — your Mac sings "m m m m Mason's merging" on commit, push, and merge. Zero dependencies, never blocks git.

   Shell

5. shakespeare-gpt shakespeare-gpt Public

   A decoder-only GPT built from scratch in PyTorch — every component implemented by hand — trained to generate Shakespeare.

   Python

6. diy-ert diy-ert Public

   A $150 four-electrode earth resistivity meter (Wenner array): Arduino, AD620, ADS1115. Documented failure-first as an engineering log.

   C++