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garrettallen14/README.md

Garrett Allen

I am the founding AI Engineer at LayerLens.ai, where I develop AI model evaluation frameworks. My research interests focus on world models and machine agency, exploring how AI systems develop internal representations to understand and navigate their environment.

Previously, I graduated from the University of Southern California with a degree in Mathematics and competed as a Division I NCAA Men's Water Polo athlete. My work now focuses on advancing model evaluation frameworks, designing robust benchmarking systems, and developing new approaches to assess emerging AI capabilities.


Research Interests:

  • LLM & Agent Evaluation
  • World Models
  • Model Interpretability
  • Benchmark Design

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  1. JEPA-Image-World-Model JEPA-Image-World-Model Public

    Implementation of a JEPA Image World Model, trained on OpenAI's VPT Minecraft contractor dataset.

    Python 11

  2. CoT-Reasoning-Without-Prompting CoT-Reasoning-Without-Prompting Public

    Exploring CoT-Decoding from Google DeepMind's paper, "Chain-of-Thought Reasoning Without Prompting".

    Jupyter Notebook 13

  3. negotiation-env negotiation-env Public

    A minimal, self-contained playground for agent-to-agent (A2A) contract negotiation.

    Python

  4. paper-a-day paper-a-day Public

    A collection of notes on some interesting papers.

    Python