Roboflow4 min read
From VLM Prediction to Production System
LLMs with vision support (VLMs) are getting good at recognizing objects, drawing boxes around them, and outlining their shapes. For example, GPT-6 Astra can find hot spots in a thermal image of solar panels. But turning those predictions into an inspection system takes more work.
By Erik KokaljRoboflow Blog

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Originally published by Roboflow Blog on Oct 2, 2026.
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