On a recent visit to a major metal recycler, what struck me first was the infrastructure already there.
High-quality cameras. Heavy machinery. Water cannons. Equipment capable of observing and acting on the physical world, already installed across an enormous industrial operation.
Looking at it, I began imagining what could happen if those capabilities were connected through intelligence.
We tend to encounter AI through software: a conversation, a document, an agent working inside a computer. At this site, the possibility felt physical. Cameras could become eyes. Other sensors could provide context. Intelligence could help interpret what was happening and, eventually, coordinate a response through machinery.
Our immediate discussion concerned fire risk. People already use camera feeds to monitor sites. Could AI vision help direct their attention towards the early signs of a developing incident? Could it provide useful warning without producing so many false alarms that people stopped paying attention?
That is a concrete question we can test. It is also an opening into something much larger.
What happens when a facility can combine information from its cameras, sensors and equipment? When it can recognise a changing situation, understand how that affects the rest of the operation, and help coordinate what happens next?
I find the possibility of increasingly autonomous factories fascinating. I imagine machines working together, adapting to conditions, and handling activities that currently require constant human coordination.
There is considerable distance between that vision and a useful fire-warning system. Equipment needs suitable controls. The system needs to understand its limits. People need to be able to inspect its decisions and intervene. Each step would have to earn confidence through actual performance.
But the visit made the starting point tangible to me. So much of the physical infrastructure already exists.
I left thinking about what industry might become when intelligence can work through it: when AI’s ability to perceive and reason becomes connected to the machines that move, sort, manufacture and maintain the world around us.