{"id":50134409,"url":"https://github.com/dylan-sutton-chavez/dylan-sutton-chavez","last_synced_at":"2026-05-23T21:00:57.071Z","repository":{"id":342985531,"uuid":"1175864674","full_name":"dylan-sutton-chavez/dylan-sutton-chavez","owner":"dylan-sutton-chavez","description":"My personal GitHub profile: introduction, activity and a snake eating my commits :).","archived":false,"fork":false,"pushed_at":"2026-05-19T14:36:03.000Z","size":47,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-05-19T17:44:10.119Z","etag":null,"topics":["github","profile"],"latest_commit_sha":null,"homepage":"","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/dylan-sutton-chavez.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-03-08T09:32:20.000Z","updated_at":"2026-05-19T02:13:27.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/dylan-sutton-chavez/dylan-sutton-chavez","commit_stats":null,"previous_names":["dylan-sutton-chavez/dylan-sutton-chavez"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/dylan-sutton-chavez/dylan-sutton-chavez","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dylan-sutton-chavez%2Fdylan-sutton-chavez","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dylan-sutton-chavez%2Fdylan-sutton-chavez/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dylan-sutton-chavez%2Fdylan-sutton-chavez/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dylan-sutton-chavez%2Fdylan-sutton-chavez/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/dylan-sutton-chavez","download_url":"https://codeload.github.com/dylan-sutton-chavez/dylan-sutton-chavez/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dylan-sutton-chavez%2Fdylan-sutton-chavez/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33412082,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-23T18:09:33.147Z","status":"ssl_error","status_checked_at":"2026-05-23T18:09:31.380Z","response_time":53,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["github","profile"],"created_at":"2026-05-23T21:00:32.114Z","updated_at":"2026-05-23T21:00:57.065Z","avatar_url":"https://github.com/dylan-sutton-chavez.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# Dylan Sutton Chavez\n\n**IEEE WCCI 2026 Peer Reviewer · ML Researcher · Systems Developer @ Amazon Audible**\n\n---\n\nSystems Developer at Amazon Audible, peer reviewer for IEEE WCCI 2026, and independent ML researcher with work currently under journal review.\n\nI work on resource-constrained machine learning, compiler design, and production systems engineering. From migrating Player Services across AWS regions to building a single-pass SSA compiler in Rust, and proposing uncertainty-aware classifiers for TinyML deployment validated on NASA IMS and SemEval.\n\nMost of what I build is small, fast, and deterministic. Open to collaborations on AI safety, selective classification, and embedded ML.\n\n---\n\n### Research\n\n**Revisiting Rosenblatt Perceptron: Robust High-Entropy Classification via Uncertainty Margins**\nFirst-author paper introducing an uncertainty-aware linear classifier with adaptive abstention margin for TinyML deployment. ~1 KB memory footprint, 9 ms latency, benchmarked against Bonsai, FastGRNN, ProtoNN, and LSTM.\n\n- Paper source: [uncertainty-simple-perceptron.tex](https://github.com/dylan-sutton-chavez/uncertainty-simple-perceptron/blob/main/uncertainty-simple-perceptron.tex)\n- Implementation: [uncertainty-simple-perceptron](https://github.com/dylan-sutton-chavez/uncertainty-simple-perceptron)\n\n### Systems\n\n**Edge Python** — Single-pass SSA compiler and threaded-code VM for a sandboxed Python subset. NaN-boxed values, dual inline caching, super-instruction fusion, pure-function memoization, mark-sweep GC; classes with inheritance and dunder protocol, async/await, pattern matching, and packages.json imports. around 170 KB WebAssembly module.\n\n- Website: [edgepython.com](https://edgepython.com/)\n- Live demo: [demo.edgepython.com](https://demo.edgepython.com/)\n- Source: [edge-python](https://github.com/dylan-sutton-chavez/edge-python)\n\n**Edge Python Official Packages:**\n\n- Host Packages ([repository](https://github.com/dylan-sutton-chavez/edge-python-host)): Official packages that embed host-side bridge code (e.g., JS) and expose it to Python through the capability protocol. Includes modules like requests for networking and DOM bindings for browser interaction.\n- Standard Packages ([repository](https://github.com/dylan-sutton-chavez/edge-python-std)): Official .wasm standard-library packages, where each capability is a Rust crate compiled to wasm32 against the wasm-pdk ABI. Hosts load the resulting .wasm over the standard plugin contract, no custom embedder, no Rust on the consumer side.\n\n---\n\n\u003cpicture\u003e\n  \u003csource media=\"(prefers-color-scheme: dark)\" srcset=\"https://raw.githubusercontent.com/dylan-sutton-chavez/dylan-sutton-chavez/output/github-snake-dark.svg\" /\u003e\n  \u003csource media=\"(prefers-color-scheme: light)\" srcset=\"https://raw.githubusercontent.com/dylan-sutton-chavez/dylan-sutton-chavez/output/github-snake.svg\" /\u003e\n  \u003cimg alt=\"github-snake\" src=\"https://raw.githubusercontent.com/dylan-sutton-chavez/dylan-sutton-chavez/output/github-snake.svg\" /\u003e\n\u003c/picture\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdylan-sutton-chavez%2Fdylan-sutton-chavez","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdylan-sutton-chavez%2Fdylan-sutton-chavez","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdylan-sutton-chavez%2Fdylan-sutton-chavez/lists"}