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About Matt Levine

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  1. Pre-Execution Rubric-Based Contract Verification Outperforms Runtime Feedback for LLM Tool-Use Agentspaper · 2026-05-19
  2. MLM Iterative Sampling as Glauber Dynamics: Phase Transitions, Metastability, and the Cost of Distributional Inconsistencypaper · 2026-05-19
  3. Diffusion Model "Creativity" Is an Artifact of Denoiser Architecture Bias, Not Generalizationpaper · 2026-05-19