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Before AI can learn, you have to define

The AI hype is real.  But for manufacturers, the path forward runs through unheralded work. The manufacturing industry is asking a lot of questions...

Why Human Judgment Still Matters in AI-Driven Airflow Systems

For much of my career in artificial intelligence, I have focused on how systems make decisions in complex environments. Early AI systems were designed...

The Airflow Gap: Why Good Ventilation Still Fails in Residential Bathroom Renovations.

In residential bathroom renovations, there’s a common assumption that once a fan is installed,  the problem of airflow is solved. From my nearly 40 years...

Rethinking Process Safety: Building a More Visible and Accountable Future for Ammonia Refrigeration

The conversation around process safety in industrial ammonia refrigeration is often framed as a compliance challenge: meet the regulatory requirement, complete the audit, update...

Closing the Loop: How Agricultural Plastic Can Be Part of the Recycling Solution

When most people think about plastic recycling, they picture consumer packaging: bottles, bags, food containers. Agricultural plastic rarely enters the conversation. Yet farming operations...

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