Vision-language Models

Vision-language Models is becoming increasingly important across global construction, infrastructure and industrial technology, influencing how projects are visualised, coordinated, delivered and managed over time.

The New Ceiling for Physical AI is Certification, Not Capability

Posted by Anthony Davis

|August 13, 2026

The New Ceiling for Physical AI is Certification, Not Capability

A review paper that appeared in Machine Intelligence Research reads, on the surface, like a technical audit of how vision-language models can be fooled. Its commercial si...

Weekly Spot Prices - 28 Aug 2026

Indicative weekly spot prices for 60/70 grade. Actual delivered costs vary by packaging, logistics and duties.

Region	USD/tonne	Trend
Middle East · FOB (drums)	558	▲
Europe · Delivered	636	·
Asia · Delivered (bulk)	610	▲
USA · Bulk	555	·

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The New Ceiling for Physical AI is Certification, Not Capability

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