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seokw-Ryan/README.md

I'm an Electrical Engineering student at Cooper Union studying the information-theoretic foundations of physical and computational intelligence, bridging mathematics with kernel and compiler design.

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  1. autonomy-dev-bootstrap autonomy-dev-bootstrap Public

    Reproducible dev environment bootstrap for robotics/autonomy on Ubuntu. Automates install of ROS, MuJoCo, toolchains, and common dependencies..

    Shell

  2. information-theory-of-world-models information-theory-of-world-models Public

    Information-theoretic views of learned world models: rate–distortion, mutual information, compression–prediction tradeoffs, and latent dynamics. Derivations, LaTeX notes, and small simulations expl…

  3. vla-world-model-control vla-world-model-control Public

    Independent Study (Cooper Union): VLA + World Models for Robotic Control

  4. entropy-based-scaling-laws entropy-based-scaling-laws Public

    Reproducible study of how data predictability affects LLM scaling. Computes Shannon H0/Hk, n-gram entropy, and gzip/zstd BPB to bucket text; runs controlled nanoGPT sweeps; reports bits/byte + MDL-…

  5. world-model-compiler world-model-compiler Public

    A tiny compiler + kernel library optimized for running world models (dreamed rollouts for planning) on edge hardware.