Résumé · live
Jeremy Brinkworth
AI Systems Engineer · Charlotte, NC
Active SECRET clearance
Summary
Agentic AI engineer with practitioner's intuition for what models can and can't do, and how to architect around their failure modes. Thousands of hours across agent orchestration, LLM applications, and production AI delivery. Fluent in Python and modern cloud and data infrastructure.
Experience
Lead AI Engineer (Contract) · RevUp AI
Dec 2025 – Present
Remote
- Designed and led RevMigrate, an agentic SQL Server → PostgreSQL migration system on Amazon Bedrock with async phase orchestration and per-object context assembly → delivered 100% POC success.
- Hardened migrations with timeout handling, retry/backoff, and fail-fast SQL validation gates.
- Redesigned the Agentic QA platform codegen pipeline (UNSW web team) with self-consistency ensemble evaluation → lifted Ghost Inspector triage accuracy from ~0.24 → ~0.68.
- Parallelized DB connection checks and restructured CI pipeline with Docker caching and Poetry fixes → cut build time from ~4h → ~10m and eliminated a multi-minute UI stall.
Founder / Product & AI Systems Lead · LunaHub
Feb 2025 – Present
Charlotte, NC
- Build and operate LunaHub, a publicly accessible AI platform at lunahub.dev. Three-app React SPA backed by PostgreSQL on Supabase (31 tables), Cloudflare Workers, and Vercel.
- Cloudflare Workers MCP server at mcp.lunahub.dev exposing 65 tools across 5 extensions (Obsidian, Todoist, Home Assistant, ChefByte, CoachByte) over Streamable HTTP, with OAuth 2.1 via Supabase and hashed API-key auth.
- OpenAI-compatible chat-completions endpoint with tool-call streaming and multi-round agent orchestration; lets any OpenAI-API-compatible client act as a LunaHub agent. Non-blocking observability layer captures every tool call for eval.
Data Systems Administrator · U.S. Marine Corps Reserve
Dec 2021 – 2027
Charlotte, NC
- Forward-site network infrastructure: deployed ESXi virtualization, VM failover, and switch configuration supporting field operations.
- Enterprise comms: Cisco CUCM VoIP, Exchange, and Windows Server DNS. School pipeline Dec 2021 – Sep 2022; active orders at Quantico 2023; Reserve ongoing.
Projects
ChefByte· agent-native food management with passive inventory via Wi-Fi scales and VLM vision
- Exposes ~30 MCP tools letting AI agents manage inventory end-to-end: meal planning, shopping-list reconciliation, and Walmart cart deep-link checkout.
- Passive Wi-Fi scale inventory: weight-change events trigger updates with no barcode scanning and no user input, removing the friction that kills adoption of conventional food trackers.
- VLM change-detection: weight events trigger image capture; a vision-language model diffs before/after shelf images and reports semantic changes (items added or removed), feeding inventory state without a custom CV model.
- Edge optimization: diagnosed and fixed a vision-capture bottleneck on Raspberry Pi, raising throughput from 0.5 to 10 fps and dropping CPU usage from 72% to 36%.
ContinuousSteve· hierarchical Minecraft agent, active research targeting arXiv/workshop
- Two-speed cognition: VPT policy body at ~20Hz for reactive control, VLM at ~1Hz for planning, connected via a latent conditioning bridge that steers the body's policy state without discrete action tokens.
- Investigating bridge-training methods for latent conditioning between the VLM planner and VPT body; evaluating behavioral cloning from paired demos versus RL with VLM-derived reward signals.
Education
M.S. Computer Science· Western Governors University
Expected July 2026
B.S. Computer Science· Western Governors University
February 2025
Certifications
AWS ML Engineer Associate·AWS AI Practitioner·AWS Cloud Practitioner·CompTIA SecAI+·CompTIA Security+·CompTIA Data+·LPI Linux Essentials
Skills
AI Systems
Agentic architecture · Model Context Protocol (MCP) · LangChain · LangGraph · PyTorch · function calling · prompt engineering
Retrieval & Evaluation
RAG & grounded retrieval · vector search (pgvector) · LLM evaluation
LLM APIs & Cloud
Anthropic SDK · OpenAI-compatible API surface · Amazon Bedrock · SSE streaming · Cloudflare Workers · Supabase
Engineering
Python · FastAPI · Pydantic · SQL · Docker · Linux