Work
17 projects across AI systems, healthcare, knowledge engines, and consumer apps — shipped products first, then active development.
Shipped & in beta
SUM — Verifiable Bidirectional Knowledge Distillation
Beta ★ 9 · last commit today · 99 commits / 30d
Cryptographic provenance for AI knowledge transforms. Every transform — render, extract, compose, slider — emits a signed receipt anyone can verify offline. Six-regime compliance validators (EU AI Act, GDPR, HIPAA, SOC 2, ISO 27001, PCI DSS) and a layered sum verify --explain output landed in v0.7.0; current release is v0.8.1. Same bytes verify identically in Python, Node, and modern browsers.
Chefrson — Smart Recipe & Inventory Management
Beta
Cross-platform kitchen management: pantry capture, recipe extraction from any source, AI meal suggestions. Android closed beta; public launch in progress.
To your Zenith
Production
A digital archive exploring human potential and breakthroughs across all ages, proving that brilliance is unbound by time.
Cornucopia Map — Interactive Farm Discovery Platform
Production
Interactive, label-driven map of 300+ US certified-organic farms — filter by third-party certifications, Cornucopia 1-5 ratings, scope (dairy, eggs, meat, produce, retailer), and claims, with real-time faceted filtering and geographic search.
In active development
Orbitio — Self-Organizing Knowledge Engine
In development
A knowledge system that organizes notes into a navigable, queryable space — auto-tagged, summarized, and traversable through a visual knowledge garden.
MTE — Meta-Template Engine
In development
A research engine that turns reusable Python templates into domain-specific implementations as a measured, reviewable, sandbox-tested process — with a built-in harness to test whether it beats one-shot LLM adaptation.
HFAO — Hugging Face Agent Observatory
In development last commit 4 days ago · 19 commits / 30d
Observe and debug AI agents in production. Trace every step an agent takes, evaluate outputs against expected behavior, and watch quality drift before users do. Open-source, standards-native (OpenTelemetry GenAI + OpenInference), MCP-queryable, Apache-2.0.
InfiniteContext — Tiered Memory for AI
In development last commit 5 days ago · 50 commits / 30d
An extensible memory layer that pushes past model context limits: a hierarchical bucket store with exact-flat persistence and approximate (HNSW) retrieval at scale, automatic categorization, multi-level summarization, and pluggable storage tiers from local disk to cloud. Public, MIT-licensed TypeScript library + CLI.
Memory Mind Mesh — Living Memory for AI
In development
AI memory that learns from feedback. Responses get more accurate and more concise the more they're used — instead of decaying as the model drifts. Hybrid static + adaptive store.
GAINS — Gesture-Assisted Intelligent Note Scribe
In development last commit 2 days ago · 20 commits / 30d
Hands-free desktop note-taking: speak to capture, nod to commit. Tauri 2 + Leptos shell over Python services (faster-whisper ASR, MediaPipe Tasks head pose, Piper TTS) on a ZeroMQ plug-in bus.
Comicke — AI Comic & Book Maker
In development
Describe a scene, pick an AI art style, and generate comic-book panels — then assemble, edit, and export full projects (voice control, multiple AI providers, PDF export). A cross-platform creation app on Cloudflare Workers, live at its workers.dev URL while the comicke.com custom domain is repointed.
BitNet SME — Self-Optimizing DSPy Expert Service
In development last commit 4 days ago · 19 commits / 30d
A FastAPI service that routes questions to per-domain dspy.Module experts (math, code, general), with LiteLLM provider routing, MLflow tracing, a dspy.Evaluate harness driving MIPROv2/GEPA optimization, and optional offline inference via a 1-bit bitnet.cpp fallback.
AgentXAgent — Agent Team Arena
In development
A 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
In development
Paste a clinical note, get a recommended CPT E/M code with the MDM reasoning that supports it — built against the 2025 Medical Decision Making rules. A deterministic MDM scorer owns the code math and a CI test enforces no note-text persistence; independent clinical-validation and compliance audits are still pending.
HIPAA Voice Agent — Medical AI Scribe
In development
Healthcare voice-workflow system in active development: an ambient clinical scribe (record encounter → draft SOAP note, synthetic demo mode) plus a clinical voice-command intent router wired into a SHIFT-to-talk UI. Private; no public surface and no independently verified compliance posture yet.
ICP-AR — Autonomous B2B Acquisition Engine
In development
Define an ideal customer profile, then research and dedup matching prospects — with a signed, externally verifiable Ed25519 audit chain over every decision and a continuous-improvement loop. Built and deployed behind Cloudflare Access; source is private and there's no public demo yet.
Simplytics — Lean Web-Vitals Dashboard
In development
Lean web-vitals dashboard — see how your site actually performs for real users, without the bloat or tracking of full analytics suites. Under repair; feature surface incomplete; not currently available for review.