EXPOSED
This job is chipping out spalled brick and slag inside cooled furnaces, ladles and kilns, mixing and gunning castable refractory, cutting and fitting shapes in confined, hot, dust-choked spaces — none of it is screen work and none of it is within reach of current robotics. AI can help with mix specs, wear-life records and shutdown scheduling, not with crawling into a ladle. The real threat to this 1,000-person occupation is the contraction of domestic steel, foundry, glass and cement capacity, not language models.
Tasks largely resist digitisation. How much of the day-to-day work current AI already does at usable quality.
Hands-on in uncontrolled environments. Physical work in unpredictable environments. Robotics lags language models badly.
Certification preferred, not legally required. Is a licensed human legally required to sign, and personally liable if it goes wrong?
Some relationship component. Do buyers specifically pay for a human — presence, care, accountability?
Meaningful discretion. Does the role own consequential calls made with incomplete information?
Has AI actually changed your work?