coming soon · late 2026
Industrial automation, plant operations, applied AI.
Thirty years running regulated, 24-hour manufacturing. The last eight in bourbon — commissioning distillery startups from concrete pour to steady-state, in the kind of shifts you don’t brag about. This site is the working version of that practice: what I do, the projects behind it, and how to reach me.
- in the field
- 30yrAcross power, mining, telecom, industrial automation, and applied AI.
- distillery startups
- 8yrWhiskey House of Kentucky and its predecessors. Concrete pour to steady-state.
- schedule
- 24/7Regulated, continuous production. The kind that pages you at 3 a.m.

The abstract stuff has to survive a copper still, a fermentation cycle, and a plant manager who’s been up for eighteen hours.
the practice
Five areas — usually mixed together on one engagement.
Naming them separately makes it easier for you to decide whether we should talk. Every real project pulls from at least three.
Digital transformation
Take a plant from paper logbooks and disconnected historians to a data-first operation — instrumentation, data model, ontology, event streams — without stopping production.
Process optimization
Deep instrumentation, statistical process control, and model-based advanced control. Multi-percent yield gains and step-change reliability from what the plant already has.
Automation & control
Greenfield and brownfield: PLC / DCS design, control-narrative to commissioning, safety-instrumented systems, and the migrations most integrators won't touch.
IT / OT convergence
Bridge the plant network to the enterprise stack — safely. Segmented architectures, historian federation, MES / ERP integration, and the governance that keeps ops teams sleeping through the night.
Industrial DataOps + applied AI
MDEMG, Forge, and the AI-ML patterns that actually ship on the floor: retrieval-augmented decision support, anomaly detection, quality prediction, closed-loop optimisation.

alongside the work
Talks, notes, and open source.
I write about the parts of digital transformation that don’t survive the vendor slides — how a control room actually adopts a new tool, how “citizen developer” enablement works when the citizens have wrenches on their belts, why the plant historian is a distributed database whether IT knows it or not.
Frameworks like MDEMG and Forge live on GitHub, free for use.

hobet mining · west virginia
Thirty years of on-the-floor places.
Coal draglines, telecom central offices, high-voltage substations, SCADA rooms, and — for the last eight — distillery fermentation floors. The photograph is one of a long list. More ship with the gallery in a later phase.

when the shift ends
A working room, a family, a dog with strong opinions.
Long hours in industrial jobs are only sustainable if the rest of a life is real. The workshop above is where the R&D happens between shifts — frameworks written, models trained, papers read, and the occasional deploy at midnight. The goldendoodle supervises.

built with a team
None of this is a solo act.
Distillery startups are built with operators, control engineers, instrument techs, safety officers, IT, quality, and a couple of contractors you learn to trust. The best days on this job are the ones where the team fixes something the org didn’t know it had — and no one takes the credit.
open source
Public repositories.
The frameworks and tools I work in the open. If one lines up with something you’re building, you can request contributor access below and I’ll add you.
- mdemg
Go13 ★updated 1d ago
multi-dimensional emergent memory graph
- ann-research
Go4 ★updated 3w ago
Phase 2 of ANN topological feature build out
- homebrew-mdemg
Ruby1 ★updated 3w ago
self contained sidecar mdemg runner
- acd-l5x-tool-lib
Python26 ★updated 1mo ago
This library allows for the conversion of .acd files to .l5x and .l5x back to .acd with validation testing. This will allow an enterprise to use standard github repos to manage versioning and development in a manner similar to more standard IT type CI/CD.
- forge
Python1 ★updated 4mo ago
Forge Core + Forge DBs + Forge Plugins = The Industrial / Manufacturing hub that collects, governs, stores, curates and serves data. From the system that create it, to the systems that need it - in the form its requested.
- duMod
1 ★updated 4mo ago
Digital You Concept map
about this site
The site is itself a live work sample.
Go API and Python sidecar behind a Next.js front-end, all speaking Protobuf. Deployed with Docker Compose behind Caddy on a small Hetzner box. Source, spec, ADRs, and every decision that shaped it are public.
- stack
- go · python · next.js · postgres
- deploy
- docker · caddy · hetzner
- contribute
- open to contributors