With AI accelerating coding and debugging, I’m curious how this will reshape expectations for developers. Will roles shift toward higher-level problem solving and system design, or will productivity gains mainly raise delivery pressure and standards?
Karlis
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As AI boosts developer productivity, how will expectations change?
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Top comments (1)
This is a good question - I think expectations will rise, but mostly around cycle time for “known work” (CRUD, integrations, refactors with good tests), not for ambiguous product decisions.
In teams I’ve seen, AI reduces the cost of local iteration, but it can also increase review/QA load because more code ships and the failure modes get weirder (edge cases, security footguns, subtle regressions). The bottleneck shifts to specs, test coverage, observability, and strong code review.
Curious how you see this playing out - do you think companies will invest more in automated testing and monitoring to keep up, or just push devs harder?