Jay Wildes
Systems
Summary
One operator. I build systems that observe, adapt and improve themselves, and I own every layer of them — the hardware, the network, the control plane and the models. The scale below is normally staffed and it isn't; the mechanism is a set of AI workflows I built and tuned for my own use, running on hardware I own.
Work
UMBRA
A VPN service I designed and run. VLESS with XTLS Vision, on Talos Linux because the nodes should not have a shell to log into. The control plane is provider-agnostic, so a VPS company losing interest in me is a scheduling problem rather than an outage.
UMBRA · VLESS/XTLS Vision · Talos Linux · immutable · provider-agnostic
EDGE
A next-generation firewall and router I built for the network edge. Deep packet inspection at line rate. I read the logs for a year, and then something else started reading them. 10 Gbps inspected throughput (measured 2026-08-09).
EDGE · deep packet inspection · nftables · log parsing
IMMERSION
Single-phase immersion cooling, designed and fabricated. A closed loop that takes heat out through the liquid instead of the air. Larger systems are in build. 6 kW+ loop capacity (measured 2026-08-09).
IMMERSION · single-phase · closed loop · no fans in loop
VOICE
An agent that answers the phone and holds the conversation. Grounded against a knowledge base so it declines to invent an answer.
VOICE · real-time · knowledge-base grounded
ASSISTANT
Voice-accessible on site and remotely through an Android app I wrote. It holds persistent context about my life, sees through the cameras, and rewrites its own tooling. It has context I never gave it.
ASSISTANT · persistent context · vision · self-improving
PrimePC
I started by fixing other people's machines. PrimePC was a repair and consulting business I owned and ran in Lexington, South Carolina.
You learn what fails. Not what should fail, or what the datasheet says fails. What actually comes across the bench, over and over, until you can tell from the sound it makes.
Selected capability
- Kubernetes on immutable infrastructure (Talos Linux); provider-agnostic control planes.
- Network edge: next-generation firewall, routing, deep packet inspection, nftables.
- Single-phase immersion cooling: design, build and thermal management.
- Real-time voice agents with knowledge-base grounding.
- Local model hosting, orchestration and self-improving agent loops.
- Android application development; computer vision (detection, recognition).