Industrial automation. IT/OT integration. Practical AI workflows.

Cleaner systems for messy real-world operations.

I help teams diagnose, connect, automate, and stabilize the hardware/software layer where production work actually happens.

Start with a field note See what I solve

ControlsPLC-adjacent troubleshooting, diagnostics, and automation support without the hand-waving.

IntegrationNode-RED, MQTT, OPC-UA, REST APIs, RFID, IO-Link, data flow, and system glue.

Practical AIWorkflow automation and decision support that keeps humans in control.

Built for the ugly middle.

The place between engineering, IT, operations, vendors, compliance, and equipment that “should just work.” Classic committee-designed chaos. We make it cleaner.

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Automation diagnostics

Trace intermittent failures, sensor issues, camera/RFID weirdness, comms gaps, and field-device behavior until there is a real cause instead of folklore.

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IT/OT data plumbing

Connect equipment, databases, APIs, MQTT brokers, OPC-UA servers, dashboards, and logs into something supportable and understandable.

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AI-assisted workflows

Turn repeated engineering/support tasks into guided workflows, review queues, summaries, checklists, and human-approved automation.

Simple engagement model.

No giant discovery theater. We identify the pain, inspect the system, and produce a useful next move.

Field note

You describe the issue, system, constraints, and what “better” looks like.

Technical triage

I review logs, diagrams, flows, screenshots, configs, symptoms, and likely failure points.

Action plan

You get a ranked plan: what to check first, what to change safely, and what to avoid.

Build or support

If needed, I help implement, document, test, hand off, or support the fix.

Good fit

When the problem crosses boundaries.

Production hardware, controls logic, network rules, vendor software, compliance concerns, and business pressure all colliding at once. That is the work.

Common starting points

Use this when your team needs focused outside help without pretending the system is simpler than it is.

Node-RED flows MQTT / REST APIs OPC-UA RFID / IO-Link SICK cameras Embedded Linux Controls support Compliance-aware docs AI workflow design

Start with the problem.

Send the rough version. Symptoms, screenshots, constraints, deadlines, and what is at stake are enough to begin.