Systems I've designed, built, and operated — from local multimodal agents to clinical AI platforms.
Flagship work spans AIC, Genius Care, and Toolshed. Public connectors and supporting systems provide inspectable implementation evidence where the core platform source is private.
AIC (AI Companion) — case study
2025—NowAn embodied companion that started on a Jetson dev kit, grew into a holographic Looking Glass build, and now runs fully local on a MacBook.
- —Started on the Jetson Orin Nano Super after a long research pass on the edge-AI hardware stack.
- —Seeing the Looking Glass HLD at CES in January 2026 turned it into a holographic build.
- —Coordinates local speech recognition, reasoning, speech synthesis, vision, emotion, memory, tools, and avatar animation through one state machine.
- —Now runs fully local on Apple Silicon, so the companion works on a MacBook without the original rig.
Genius Care — case study
2026—NowA clinical AI agent platform spanning voice reception, clinical documentation, encrypted workflow APIs, EHR automation, and safe human escalation.
- —Treats voice reception as the shipped wedge inside a broader clinical operations platform.
- —Built API and browser automation for fragmented scheduling and EHR environments, staged behind a flag ahead of pilot cut-over.
- —Builds protected-data controls, durable writes, rollback, evaluation, and human escalation into the operating path.
- —Emergency detection runs before the model, not through it — so a caller in crisis does not depend on an LLM noticing.
Toolshed — case study
2024—NowAn agent capability and operations layer — a library of reusable skills, plus executable services, MCP integrations, scheduled workflows, approvals, monitoring, and recoverable deployment.
- —Packages reusable capabilities across research, commerce, prediction, browser, voice, infrastructure, and content.
- —Runs scheduled and event-driven workflows with shared state, explicit approvals, and alert routing.
- —Uses canaries, circuit breakers, drift detection, reconciliation, audit trails, and rollback controls.
A from-scratch Linux camera-driver toolkit that brought the Arducam IMX708 to JetPack 6.2 on the Jetson Orin Nano.
Two query-only MCP tools for source-linked catalyst dossiers and paginated claim provenance, backed by local evidence storage and fixed scoring.
An open-source coaching layer for Claude Code that reads local transcripts, learns developer habits, and ships ambient tips, XP, streaks, and level-ups.
Prediction Alpha — case study
2025—2026An unattended prediction-market trading daemon: seven registered strategies, two venues, calibrated ML sizing, and a React operator dashboard.
Investors Center — case study
2023—2025An AI-assisted equity research platform: a Next.js analytics product backed by a separate Flask analysis service for screening, portfolio analytics, and market intelligence.