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  • Razorbill
  • San Diego

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kyle-compute/README.md

Kyle — Embedded Systems, ML, and Web

All of the below is boring, all that matters is that im hiring for Razorbill

Requirements

  • Be comfortable with python object model
  • FastAPI/Pydantic/SQLAlchemy usage
  • Docker Compose / Docker for containerization
  • PEP8 Programming style (not a big deal but a plus)
  • Javascript (Namely react)

Email: kyle@joinrazorbill.com your resume & github (Only US citizens who are capable of moving to San Diego February 2026)

Skills & Expertise

Infrastructure & Databases

Docker · Linux · Git · Nginx · AWS · DigitalOcean · Firebase · PostgreSQL · InfluxDB

Languages & Frameworks

C++ · Python · TypeScript · React · Next.js · PyTorch · vLLM · OpenCV · Pydantic · SQLAlchemy

Work & Research

AI for Medical Billing Automation (Active)

Building an AI agent for revenue recovery in U.S. medical practices.

  • Trained and fine-tuned domain-specific embedding models for clinical and billing data
  • Implemented INT4-quantized vLLM inference stack (180 tok/s on RTX 4080 Super)
  • RAG + regex-prior prompting for form understanding and document automation
  • Achieved 99.98% semantic accuracy on CPT billing codes Tech: Python · vLLM · Docker · AWS · Regex · Embeddings

Model Training & Fine-Tuning

  • Custom tokenizer and dataset pipeline for structured EHR and CPT/ICD code mapping
  • Supervised fine-tuning for entity extraction and denoising on limited medical datasets
  • Embedding alignment for cross-document retrieval and billing claim resolution
    Tech: PyTorch · Transformers · LoRA · SentenceTransformers

Real-Time Gas Leak Sensors (Completed)

ESP32-based wireless network for compressed gas leak detection and DSP signal analysis.
Tech: C++ · PostgreSQL · InfluxDB · Docker · DigitalOcean

Image-to-G-Code Converter (Completed)

Web app that converts images into CNC-ready G-code through OpenCV.js vectorization.
Tech: TypeScript · React · Next.js · OpenCV.js · TailwindCSS

CUAS on Ultra-Low-Power Systems (Completed)

Counter-UAS computer vision detection running on sub-500mW embedded systems.
Tech: C++ · MicroPython · OpenCV · CUDA

MLH Elobot (Completed)

Discord bot for gamified founder productivity using ELO ranking and weekly sprints.
Tech: Python · PostgreSQL · Docker

Open Source

  • Contributor: malloy — Simplified HTTP overload implementation
  • Contributor: mathjs — Fixed fraction sign edge case

Pinned Loading

  1. imagetogcode imagetogcode Public

    Web based image conversion to gcode, using openCV.

    TypeScript 1

  2. nvim_settings nvim_settings Public

    Lua 1

  3. Learning Learning Public

    General open source history of my learning