Work
11 projects across AI systems, healthcare, knowledge engines, and consumer apps.
SUM — Verifiable Bidirectional Knowledge Distillation
In developmentCross-runtime trust surface for LLM-rendered text: Python, Node, and browser runtimes produce byte-identical Ed25519 signatures over JCS-canonical bytes.
Chefrson — Smart Kitchen Management Platform
BetaCross-platform kitchen management: pantry capture, recipe extraction from any source, AI meal suggestions. Android closed beta; public launch in progress.
HFAO — Hugging Face Agent Observatory
In developmentOpen-source, standards-native agent observability backend. OpenTelemetry GenAI + OpenInference on ingest, MCP-native query surface, closed eval-trace loop. Apache-2.0.
To your Zenith
ProductionA digital archive exploring human potential and breakthroughs across all ages, proving that brilliance is unbound by time.
MTE — Meta-Template Engine
In developmentConverts reusable Python templates into domain-ready implementations with built-in validation, helping teams ship reliable automation faster.
Orbitio — Self-Organizing Knowledge Engine
In developmentA knowledge system that organizes notes into a navigable, queryable space — auto-tagged, summarized, and traversable through a visual knowledge garden.
GAINS — Gesture-Assisted Intelligent Note Scribe
In developmentDesktop note-taking where hand gestures control navigation while voice captures content. Tauri shell with Python services, MediaPipe hand tracking, ZMQ bridge.
BitNet SME — Domain Expert System Framework
In developmentFastAPI framework for serving specialized domain experts over HTTP — math (sympy/numpy), code (AST/subprocess), general knowledge. Multi-provider LLM backends declared as deps and wired next. Postgres + Redis + SlowAPI rate limiting out of the box.
Cornucopia Map — Interactive Farm Discovery Platform
ProductionInteractive map of 300+ Cornucopia Institute-rated farms with real-time filtering, geographic search, and color-coded quality ratings.
AgentXAgent — Agent Team Arena
In developmentA platform for running competitive matches between AI agent teams. Configure teams, pit them against the same challenge, score outputs, build leaderboards.
Medicoder Platform — AI Medical Coding Assistant
BetaMedical coding assistant that reads clinical encounter notes and recommends CPT E/M codes. 2025 MDM rules implemented; zero PHI persistence by architecture.