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turfptax/README.md

Hi, I'm Tory, @turfptax

Lead AI Engineer at BeWell Clinical Studies. I research and build regulatory-compliant AI systems for clinical research (HIPAA, NIST 800-171, 21 CFR Part 11), and open-source hardware on the side.

Twelve years in healthcare IT before the AI lead role: sole IT for a 45-person organization, infrastructure and compliance from the ground up, and a long arc of teaching myself into LLM deployment, agentic systems, and embedded ML. I think in systems and ship them.


What I'm building

Cortex, Wearable AI Memory

A Raspberry Pi Zero 2 W you wear that captures audio, runs local STT, and stores notes, sessions, and activity in a queryable knowledge graph. An ESP32-S3 USB dongle handles BLE fallback when WiFi isn't available, an MCP server lets Claude and other agents read and write the memory directly, and it now runs in the cloud as a private, single-owner service.

Open Muscle, Open-Source Neurotech

A building accessible prosthetic sensing. Pressure myography (PMG) and tissue deformation myography (TDMG) for finger tracking, no EMG required, using custom flex PCBs and real-time ML.

The original turfptax/openmuscle proof-of-concept repo is archived. Active development continues across the Open Muscle GitHub organization linked above.

ugit, MicroPython OTA from GitHub

A small library for over-the-air firmware updates from a GitHub repo. Widely used in the ESP32/MicroPython community.

ugit


Recent experiments

  • bugout-monitor is a disaster-prep dashboard with OSINT threat monitoring and LLM integration
  • offline-mesh-toolkit is a download-once, flash-anywhere toolkit for Meshtastic and MeshCore
  • anti-gaslight-firmware is an ESP32-S3 environmental sensor (BME280 + TCS3200 + PIR to MQTT) with OTA via ugit
  • ESP32Watch is MicroPython watch firmware for the Waveshare ESP32-S3 AMOLED-2.06
  • openclaw-udp-messenger is a local-network agent-to-agent messaging plugin

Latest activity

Auto-updated 2026-08-03 · top 5 most recently pushed repos

  • Cortex-Cloud · Python - Your own AI memory, in the cloud you own. Deploy a private, single-owner AI memory service (web Hub + MCP for…
  • cortex-core · Python - Cortex Core: Pi-side memory + overseer plugin. Local-first wearable AI memory: notes, sessions, projects, tim…
  • cortex-desktop · TypeScript - Cortex Hub desktop app: system tray + browser UI for your AI companion Pi
  • turfptax.github.io · HTML - (no description)
  • cortex-plugin · Python - Claude Code plugin for the Cortex wearable AI memory system

See also: recent metrics digest.


What I work with

AI: LLM deployment, RAG, agentic frameworks, MCP servers, regulatory-compliant pipelines for clinical and healthcare contexts Embedded: ESP32-S3 / ESP32-C3, Raspberry Pi, MicroPython (asyncio), custom flex PCBs via JLCPCB, sensor fusion, ESP-NOW ML: Real-time inference, signal processing, hand-gesture recognition, fine-tuning Whisper for domain-specific STT Tooling: Python, JavaScript/Node, KiCad, Fusion 360, Blender

I work as an applied AI researcher and integrator. I deploy, orchestrate, and harden real systems in production, and I build novel ones (wearable AI memory, open-source biosensing) to find out what these tools can actually do.


Outside of code

Sci-fi writer, occasional YouTube creator at TURFPTAx, and a slow-burn fan of any system with a sharp learning curve. I read a lot.


Collaboration

I'm open to work on AI in regulated industries, biosensing, embedded ML, and assistive technology. Beginner-friendly issues are marked across the Open Muscle repos, so pull up a chair.

More at openmuscle.org.

Pinned Loading

  1. openmuscle openmuscle Public archive

    Prosthetic sensor suite for the forearm and other muscle groups

    Python 47 5

  2. ugit ugit Public

    Micropython OTA update from github

    Python 145 24