The question of code ownership highlighted in some of the comments herein (e.g., "when you build software, you own it... "No, I specifically don’t. My company owns it...") takes me back to a paper I read years ago on password management and extrinsic risk: The basic idea was that employees have no real motivation to maintain password hygiene because they bear little to no risk of password compromise. They are asked both to be productive and to be secure, they are more likely to be sanctioned for productivity problems than security problems, so they sacrifice company security in favour of employment safety.

We've seen commentary along these lines re AI productivity gains Vs code maintenance costs and quality concerns for months/years now, but somehow, for me at least, viewing this through the lens of code ownership (literal ownership, not metaphorical/moral ownership in the 'take pride in your work and do it well, regardless' sense) makes this extrinsic risk all the more clear.

It also makes me think of the estimated billions lost to spreadsheet errors: non-programmers unaware that they were programming creating spreadsheet macros that appeared to do exactly what they wanted, but that in reality only did so most of the time, with edge cases and error handling omitted entirely, leading to significant financial losses for their employers.

In that case, the lack of sanction is far clearer: They were not programmers, they did their best, no one noticed and it wasn't their job to do so, etc.

The case of AI isn't that different, especially since it is just as available to the non-programmer as it is to the cavalier, or to the pressured junior, or to the responsible, take-ownership-and-maintain developer.

AI without governance and program management leads organizations to assume unqualified and unquantified risk with diffused responsibility; outside the small class of take-ownership-and-maintain professional, all risks are extrinsic to individuals so why should they care if it gets the job (mostly) done?

They don't and they won't.

(Reaches for popcorn to watch imminent train wrecks whilst hoping his water supply remains uncompromised.)