Engineering notes
Practical notes on automation, AI, machine vision, IoT, and the systems engineering that ties them together. No hype, numbers where we have them.
Machine Vision8 min
3D vision in manufacturing: stereo, structured light, laser triangulation, and time-of-flight compared, plus where depth data earns its keep.
Engineering7 min
Why hardware startups ship faster with one multi-discipline engineering partner covering firmware, software, cloud, and manufacturing handoff.
Industrial Automation8 min
Traceability in manufacturing explained: lot vs serial tracking, part marking and scanning, genealogy records, and audit-ready systems without a full MES.
IoT & Edge7 min
An industrial sensor selection guide covering temperature, vibration, current, and pressure: accuracy, mounting, signal types, and what to skip.
AI & Automation9 min
How to turn company documents into an AI knowledge base your team will trust: retrieval over fine-tuning, citations, freshness, and real adoption.
Machine Vision7 min
When does automated inspection pay for itself? A practical ROI framework covering labor, escapes, false rejects, and projects that never break even.
Engineering7 min
How overflow engineering lets automation integrators bid bigger projects needing Python, cloud, and vision skills without hiring full-time staff.
Industrial Automation7 min
How to build production dashboards operators actually use: what to show, andon-style design for the floor, data trust, and hardware that survives a plant.
IoT & Edge7 min
How to connect legacy equipment with Modbus RTU, serial ports, and dry contacts: RS-485 wiring realities, register maps, and retrofit options that work.
AI & Automation8 min
LLM integration in practice: how to add AI features to software you already have, using structured outputs, retrieval, evaluation, and honest cost math.
Machine Vision8 min
Machine vision lighting explained: bright field, dark field, backlight, and dome geometries, and why most failed inspections trace back to light.
Engineering7 min
What a systems integrator actually does, how integration projects are scoped and run, and how to tell when your automation or software project needs one.
