Work

Products

Chefrson — Smart Recipe & Inventory Management

Beta

Eat what you already bought: pantry-aware meal suggestions, recipe capture from any source, and nutrition tracking that logs itself when you cook. Web live, Android closed beta.

SUM — Verifiable Bidirectional Knowledge Distillation

Beta ★ 9 · last commit 1 month ago · 91 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.

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.

The Lab

Active development — engineering artifacts, not finished products. Each page states exactly what is and isn't built.

• Orbitio A knowledge system that organizes notes into a navigable, queryable space — auto-tagged, summarized, and traversable through a visual knowledge garden. in development
• MTE 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. in development
• HFAO 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. in development
• InfiniteContext 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. in development
• Memory Mind Mesh 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. in development
• GAINS 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. in development
• Comicke 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 comicke.com. in development
• BitNet SME 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. in development
• AgentXAgent A platform for running competitive matches between AI agent teams. Configure teams, pit them against the same challenge, score outputs, build leaderboards. in development
• Medicoder Platform 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. in development
• HIPAA Voice Agent 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. in development
• ICP-AR 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. in development
• Simplytics 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. in development