I’ve spent years on the factory floor tuning vision systems until they behaved predictably — not just in a demo booth, but under shift changes, variable lighting, and the inevitable belt of parts that aren’t exactly to spec. One lesson keeps surfacing: a false positive from a vision...
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Automation
I run tabletop exercises whenever I need to demonstrate, to operations and...
Supply Chain
I remember the first time I had to bring a tier‑1 supplier into our digital...
Automation
I often get asked by plant managers and engineers: “Can we retrofit...
Automation
When you’re trying to run an Edge AI inference pipeline on an industrial...
I often get asked by plant managers and engineers: “Can we retrofit variable‑speed drives (VSDs) across our mixed motor fleet and actually get a reliable payback?” My short answer is yes—but only if you design the retrofit around payback...
When you’re trying to run an Edge AI inference pipeline on an industrial gateway, noisy PLC data is one of those realities that will stop most projects cold if you don’t treat it as a first-class engineering problem. I’ve been in rooms where...
I recently faced a challenge that sits at the intersection of manufacturing traceability and pragmatic system architecture: keep lot-level traceability synchronous across three different ERP systems, without introducing a heavyweight integration...
I recently led a migration where a decade‑old motion control board — custom FPGA + DSP design — had to be replaced with a commercial motherboard-based solution. The business driver was clear: spare parts were unavailable, the old vendor was...
When I walk into a plant and see open fittings, whistling joints and air hoses taped together, I know two things immediately: there’s an easy win hiding in plain sight, and proving that win in environmental and financial terms is often where...
I remember the first time I noticed a colleague walk into a meeting with an air of quiet confidence that didn’t match his height. It wasn’t arrogance — it was posture, fit, and something subtle under his dress shoes. That moment made me...
Converting a compressed‑air network from fixed‑speed compressors to variable‑speed (VSD/VFD) alternatives is one of those industrial upgrades that feels obviously right to engineers — lower energy use, better pressure control, less cycling....
I recently led a project where the plant asked a deceptively simple question: "Why do our batch yields reported in MES, SCADA, and the ERP never agree?" The catch: they wanted automatic reconciliation without modifying any of the three source...
I’ve seen the same scene too many times: a collaborative robot (cobot) running a routine that should be smooth and quick, and yet rejects keep piling up. Operators blame parts and fixtures; engineers blame sensors and components. But more often...
When I first piloted a multi-camera inspection pilot on an assembly line, the bottleneck wasn't the models — it was how we moved video from cameras to inference. We were sending full streams to a central PC, queuing frames, and paying the price in...