Hardware · AI · the seam between

Hardware hacker.
Data architect.
AI pilot.

I build at the seam where enterprise scale meets maker culture: ESP32 mesh networks, Fortune-500 data warehouses, and a lot of Claude as co-pilot. Anti-cloud, host local, think global.

Based in Forest Hills, Michigan · working across Grand Rapids & Kent County, on-site or remote.

live · radioactive entropy

HOTBITS: true random,
from nuclear decay.

A Geiger counter watches a radioactive source; the gaps between decays become NIST-tested bits. No algorithm, no seed: just physics, served live.

b/Bentropy
cpmcount rate
bits emitted
%χ² uniformity
idlecount rate · 24h
NIST continuous: passwarming up…
BY THE NUMBERS

The pile, counted.

Live counters across the whole pile, regenerated on every deploy.

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RECENT WORK

What's been shipping.

Commits, sessions, and conversations: the live thread across every project.

All projects
Activity on Sysforge-AI/sfprojectSystems & Infra32m ago
Repository sfproject
Activity on isenbek/terrapulseSystems & Infra5h ago
Climate intelligence platform — ingest, normalize, and serve environmental data
Claude Code session (4510 messages)8h ago
5 sessions, 1606 tool calls
Claude Code session (8872 messages)4d ago
3 sessions, 2525 tool calls
Claude Code session (2123 messages)5d ago
9 sessions, 634 tool calls
Claude Code session (13769 messages)6d ago
8 sessions, 4550 tool calls
Claude Code session (415 messages)1w ago
2 sessions, 123 tool calls
Claude Code session (3316 messages)1w ago
3 sessions, 1108 tool calls
Claude Code session (1503 messages)1w ago
2 sessions, 468 tool calls
Claude Code session (1408 messages)1w ago
2 sessions, 374 tool calls
Claude Code session (807 messages)2w ago
1 sessions, 262 tool calls
Claude Code session (7877 messages)2w ago
1 sessions, 2121 tool calls
Claude Code session (17761 messages)2w ago
2 sessions, 5442 tool calls
Claude Code session (1054 messages)3w ago
1 sessions, 325 tool calls
Claude Code session (1944 messages)3w ago
1 sessions, 547 tool calls
01 / WHAT I DO

From mesh radios to data warehouses.

Three threads, one practice. Each ships its own systems, but they cross-pollinate: the lab feeds the consulting, the consulting funds the lab.

io

Edge & hardware

ESP32 mesh, SDR scanner stacks, TRNG generators, Pi clusters. Production hardware on local power, real signals, real latency budgets.
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Data architecture

Pipelines, warehouses, telemetry. Fortune-500 scale without a cloud provider on the bill: systemd, Postgres, NATS, and a deploy script that fits on one screen.

AI piloting

Claude as co-pilot for actual ship-it work, not demos. Workflow design, agent harnesses, and the unglamorous plumbing that makes them safe in prod.
03 / WORK TOGETHER

Got a build that needs the seam-runner?

If you have hardware that needs to talk to a warehouse, or a warehouse that needs to talk to an agent, that's the room I work in. Let's sketch it.

Book a call →