Redrawn nightly from public activity with git-koi
I build agentic systems, embedded hardware and the web, usually where those three meet.
Most of the work is verification: calibrated thresholds, deterministic gates, evidence trails. A system should be able to explain why it said yes.
- Zen MCP: an MCP server that lets an agent work inside Zen Browser, with native spaces, background research tabs, in-browser questions, and an evidence mode that reopens the source it cites. TypeScript, 53 tools, on npm.
- SatQuery: a local-first remote-sensing assistant that validates inputs, routes specialist tools, fuses optical and SAR evidence, and returns the reasoning trace behind its answer. Python, FastAPI.
- ZipCheck: a static archive-bomb detector that reads metadata, follows nested archives, and verifies real output without writing extracted files. Python, on PyPI.
- Tremor Pro: ESP32 and MPU6050 motion capture with band-power features, a random-forest classifier, and a local session dashboard. C++, FastAPI.
Also: Ethanol Blend Analyzer for calibrated fuel sensing on an ESP32, and AIRI, an autonomous security agent built for AIJC 2026.
- HatchZip (Rust): merged #23 and #37, with #100 open. #37 verifies extracted files before truncating, so a file removed mid-run no longer disappears silently.
- OpenCode (TypeScript): open #60178, a keyboard-driven path picker for the last response in the TUI.
- Embedded systems: C, C++, ESP32, STM32, Linux, UART, SPI, I²C, RTOS
- Machine learning: Python, PyTorch, OpenCV, Transformers, FAISS, model evaluation
- Software: TypeScript, React, Next.js, React Native, FastAPI, Docker, PostgreSQL, Git
The tools that show up in the work, not everything I have tried.
Open to internships and freelance work.