Hi, I’m Kyle. I work as a machine learning engineer at Melange building automated patent search. Before that I studied math at UT Austin and Williams College. I’m into mechanistic interpretability, prediction markets, and NBA analytics. I’m from Austin, Texas.

Selected Projects

  • Steering results across models and tasks

    Post-Hoc Reasoning in Chain of Thought

    LLMs often commit to an answer before chain of thought, then rationalize it. We can detect these answers with linear probes and switch them via steering. [ICML 2026 Mech Interp Workshop]

  • Uncertainty metrics across datasets

    Mapping from Meaning

    Recovering uncertainty calibration in LLMs by sampling over semantically equivalent paraphrases of the same prompt. [AAAI 2025]

  • NBA season forecast table

    NBA Forecast

    Massey-style team ratings, player plus-minus ratings, game predictions, Monte Carlo season simulations, and player career projections.

Reach out! My email is {firstname}{lastname}2000 at gmail dot com.