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Insights

Brief, practical notes on AI, agents, and automation. No fluff.

Bridging the Gap: How AI and IoT Work Together in Pumping & Water Systems

Smart sensors plus AI-driven analytics cut energy, reduce overflows, and boost pump reliability across lift stations, booster sets, wells, and treatment plants.

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Beyond the Panel: Why UL508A Certification Matters for Modern Control Systems

UL 508A certification keeps industrial control panels safe, compliant, and approval‑ready—reducing risk for end users and speeding projects for integrators and manufacturers.

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From Data to Decisions: Turning Industrial Signals into Business Insights

Raw machine data—4–20 mA loops, alarms, PLC tags—can drive business outcomes when you add context, engineer the right features, and apply the right mix of rules, statistics, and AI.

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The Future of Industrial Automation: How AI is Transforming Control Systems

AI is reshaping industrial automation—predictive maintenance, real-time anomaly detection, automated quality control, and AI‑assisted PLC programming—cutting downtime and lifting ROI.

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The Human Side of Automation: Why People Still Matter in an AI-Driven World

AI and automation amplify human expertise—they don’t replace it. Operators, engineers, and leaders provide judgment, context, and accountability in systems where safety and outcomes matter.

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PLC Coding and LLMs

How to use LLMs to safely speed up IEC 61131-3 PLC development—Structured Text, reviews, tests, and guardrails.

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Prompt design that works: role, context, input, examples, constraints

A simple, repeatable template for prompts that produce reliable, on-spec outputs.

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