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Dylan Sutton Chavez

IEEE WCCI 2026 Peer Reviewer · ML Researcher · Systems Developer @ Amazon Audible


Systems Developer at Amazon Audible, peer reviewer for IEEE WCCI 2026, and independent ML researcher with work currently under journal review.

I work on resource-constrained machine learning, compiler design, and production systems engineering. From migrating Player Services across AWS regions to building Edge Python, a single-pass SSA compiler and bytecode VM in Rust and WebAssembly (>240 stars, externally sponsored), and proposing uncertainty-aware classifiers for TinyML deployment validated on NASA IMS and SemEval.

Most of what I build is small, fast, and deterministic. Open to collaborations on tiny compilers, selective classification, and embedded ML.


Systems

Edge Python is a single-pass SSA compiler and tiered register VM for a sandboxed Python subset, with NaN-boxed values, inline caches, memoization, mark-sweep GC and snapshots. One WebAssembly module runs in browsers, JavaScript runtimes and the CLI.


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  1. edge-python edge-python Public

    Single-pass SSA compiler and tiered register VM for a sandboxed Python subset, with NaN-boxed values, inline caches, memoization, mark-sweep GC and snapshots. One WebAssembly module runs in browser…

    Rust 273 16

  2. edge-python-std edge-python-std Public

    The standard packages of edge python lang

    Rust