Mathematician, computer scientist, machine learning engineer, musician, and occasional victim of a good problem. Explore my projects, writing and other work.https://hesitantlyhuman.com/https://hesitantlyhuman.com/projects/simd-agents/https://hesitantlyhuman.com/projects/simd-agents/Using SIMD and ECS to run thousands of micro recurrent networks learning their environment with reinforcement learning.Sat, 06 Jun 2026 00:00:00 GMThttps://hesitantlyhuman.com/projects/fixed-margins-02/https://hesitantlyhuman.com/projects/fixed-margins-02/Diving deeper into alternative sampling approaches, and why sampling fixed-margin matrices uniformly is a hard problem.Sat, 30 May 2026 00:00:00 GMThttps://hesitantlyhuman.com/projects/fixed-margins-01/https://hesitantlyhuman.com/projects/fixed-margins-01/Introducing fixed-margin matrices as a formulation for sampling hidden card hands, then comparing naive sampling methods.Fri, 29 May 2026 00:00:00 GMThttps://hesitantlyhuman.com/projects/fixed-margins-03/https://hesitantlyhuman.com/projects/fixed-margins-03/Exploring random walks as a uniform approach to fixed-margin sampling, and why theory and practice don't always agree.Thu, 28 May 2026 00:00:00 GMThttps://hesitantlyhuman.com/projects/open-graph/https://hesitantlyhuman.com/projects/open-graph/Generating custom Open Graph preview images for Astro pages at build time with Satori and Sharp.Tue, 19 May 2026 00:00:00 GMThttps://hesitantlyhuman.com/projects/puct/https://hesitantlyhuman.com/projects/puct/Designing a new algorithm to replace my naive MCTS solver for ladder-shedding card games.Mon, 11 May 2026 00:00:00 GMThttps://hesitantlyhuman.com/projects/example/https://hesitantlyhuman.com/projects/example/Tue, 03 Jun 2025 00:00:00 GMThttps://hesitantlyhuman.com/projects/personal-website/https://hesitantlyhuman.com/projects/personal-website/My personal website, a fast and performant static site customized from Astro Sphere, an Astro template that I contribute to.Sun, 01 Jun 2025 00:00:00 GMThttps://hesitantlyhuman.com/projects/autoclip/https://hesitantlyhuman.com/projects/autoclip/A drop-in adaptive gradient clipping package for PyTorch, extending AutoClip with optimizer wrappers, local and global clipping, configurable history, and checkpointing.Wed, 28 Sep 2022 00:00:00 GMThttps://hesitantlyhuman.com/projects/example/https://hesitantlyhuman.com/projects/example/Lorem ipsum dolor sit ametFri, 18 Mar 2022 00:00:00 GMT