Insights

Field notes from the shop floor.

Short, practical pieces on industrial AI, process control, and the margin hiding in data you already collect.

The cutting force the controller watches stays low across feed speeds while sidewall wear spikes at the crawl

Why your adaptive controller might be causing the defects it’s trying to prevent

When cutting force climbs, the controller slows the tool. But on many processes the damage is in the dwell, not the peak, so the “safe” move quietly wears the part. Here is how to find it in your own data.

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