I design and ship AI agents, LLM tooling, and full-stack products end to end — AI-native, with Claude Code as my core build engine. From autonomous agents and MCP servers to trained ML models and production systems live on the web.
Merged contributions to a local-first medical-NLP toolkit with models on the Hugging Face Hub: release signing and supply-chain evidence for the publish pipeline (Sigstore-signed wheels + SLSA provenance attached to each release, verifiable offline), an interactive Gradio de-identification demo, and an Apple MLX memory-mapped weight-loading toggle.
An autonomous agent that reasons with a local LLM, owns persistent memory, and acts under a verifiable identity and payments — built to replace cloud dependencies with self-hosted, auditable substrate.
Hands-on ML built from the ground up: a MovieLens recommender, logistic regression and neural nets implemented from scratch, and LoRA fine-tuning on Apple Silicon (MLX) — each measured with honest held-out evaluation.
Merged into huggingface.js: the public language() lookup used code in TABLE, so prototype-inherited names returned a function out of a Language | null signature — and the existing test passed only because its input wasn't on Object.prototype. Fixed with a regression test that fails without it. A second merge fixed a worker-pool lifecycle bug in @huggingface/hub. Also a recovery_hint() error-taxonomy layer (+220 lines, Rust) in Tessera.
An EV that autonomously pays for its own charge: authorize a ceiling, meter the usage, settle the actual amount — a complete autonomous-agent payment loop, proven in production with an independently-verifiable receipt.
A privacy-first proof-of-personhood product live on mainnet: passkey + zkLogin onboarding, an on-chain attestation apps verify in one call, and a published npm SDK — shipped end to end, no accounts and no PII stored.
Solo builder shipping AI agents, ML systems, and full-stack products end to end, AI-native. Author of an adopted x402 payment-standard extension and an active open-source contributor. Contributes to Nodle's L2 rollup — including a Bridgehub migration — and conducts independent smart-contract security research — source-level audits of NAVI, Suilend, and STEAMM, with a responsible disclosure to Suilend. I move fast, ship complete systems, and care that they work in production.