engineering (any guesses how human engineers change their safety practices based on the area a bridge or dam will be installed in? AI will find out for us), etc, etc.
I haven't seen that. Sent the same pieces of infrastructure equipment to pure 3rd world to super wealthy cities. Not saying it doesn't exist but I personally haven't seen it. You know a lot of these specs are just recycled. To the extent that I have even seen the same page references across countries. Was looking at a spec a few days ago for Mass. that was word for word identical to one I had seen in a city in British Columbia.
In terms of biases among P.E.s what I have seen is a preference for not doing engineering and instead getting more hours. Take the same design you inherited in the 80s, make cosmetic changes, generate more paperwork (oh this one part now can't be TBD it has to be this specific brand and I need catalog cuts/datasheet/certs/3 suppliers/batch and lot numbers and serial numbers/hardcopy of the CAD of it...). So I imagine a LLM trained on these guys (yes they are always guys) would know how to make project submittals/deliverables longer and more complex while feeling the urge to conduct more stakeholder meetings via RFIs.
Sorry don't mean to be bitter. I have one now demanding I replicate an exact copy of a control system from the early 80s with the same parts and they did not like when I told them that the parts are only available on eBay.