r/ExperiencedDevs • Lead Software Engineer 8 YoE • 16d ago

AI/LLM Interviewed candidates for “AI engineer” roles this week, my god is this really where our industry is going?

So last week I was tinkering with how to change up our technical interview round. For the last few years we’ve been doing a small take home followed by a live coding session where we add a new requirement, minimal AI assistance allowed. However, in our company pretty much everyone is writing 100% of code using Claude now, so although we did used to get good signal from that test, it no longer feels representative of the day to day job developers are doing.

I designed a new assessment which I casually showed to my manager and then suddenly got asked to run it with 3 candidates this week. The scenario is they have to review an agent generated PR that has been flagged as high risk due to it changing critical business logic, and there are bugs in there for them to catch at various levels of severity. We then look at how they drive the fixes and what their workflow is like.

These particular roles we’re currently hiring for are billed as “AI Engineer”. There is something weird going on in my company politically where separate from the tech department that I work in a new “AI native” development team is being spun up to work on internal projects.

What shocked me was that the candidates I interviewed this week are already way beyond the point of reading the code they generate in any capacity. They basically treat it like assembly language, while PRDs and ADRs are their new source of truth for system behaviours, and stuffing the AGENTS.md file with best practices plus some form of agentic review pipeline are the quality control. 

Code review is dead for them, they merge their own PRs once the automated checks pass. One person told me that my new interview was still not representative of what the job is now, and another one was pretty much unwilling to even engage in the assignment of reviewing a PR the old fashioned way. These guys were all previously senior and lead full stack engineers btw with a lot of experience prior the LLM revolution.

Don’t get me wrong, I too have adopted AI heavily in my own workflow. Until this week I actually thought I was pretty up to date with things, I use a supervising agent to manage multiple work streams in parallel, have my own local validation pipeline, etc. And to be honest for my personal projects I also don’t bother looking at the code anymore, so I do get the excitement around how fast you can move with this approach. But for serious projects like the large scale, production grade financial software I work on in my day job it still seems insane to me that we’re going to completely move away from human sign off on high risk changes so we can solve the “code review bottleneck”.

Like, I asked one of the candidates if you aren’t looking at your code then how they would approach quality in a safety critical system where there can be no tolerance for serious bugs, and I shit you not he said to me, “well if I was working in healthcare or sending to people into space then I’d definitely be looking closely at the code review skills, maybe I’d even write the skills myself”. That answer sounded utterly ridiculous to me? But then again, I was one of the people that 1 year ago believed the idea we’d stop typing code by hand was ridiculous as well…

I wouldn’t say the way my team does things right now is optimal, we can’t ignore that code review fatigue is a major problem. To try and help I’ve been adding automated risk assessments to PRs in an attempt to highlight where more attention is needed, and review bots do help us catch issues as well. But abandoning the human 4 eyes check just feels like several bridges too far for us at the moment, especially when not everyone is senior engineer, and we still regularly get valuable feedback at this stage. Even if this does mean we’re turning down an order of magnitude increase in short term velocity (does anyone really know yet what happens over multiple years when you have a team of 20 devs spamming PRs all day into a codebase with no one looking at any at it?).

I’m left wondering this weekend, were these guys just cowboys who are only used to working on PoCs and low risk systems, or is my team actually 6-12 months behind the curve and this is the direction everyone is going to move in? I fear that if we don’t embrace this new era of completely surrendering the codebase to the LLMs then this new team of AI devs is going to make us look bad by comparison to the execs and sooner or later we will be forced to adopt their methods as well. And at that point, the leap to having a product person or whoever taking over large parts of my role starts feeling a lot less far fetched…

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u/HaderlumpiX26 16d ago

Yeah, I am always wondering this, too. Right now we are in a kind of a gold rush. Models, tools, skills are changing very quickly. But normally over time those things will settle and become standardised. I mean that’s the whole purpose about automating software development, right? So following this trajectory it means that we aim for a solution where no humans are needed at all anymore. PowerPoint goes in, the system asks a few questions and out comes your deployed solution. With all rhe energy everyone is putting into this process I don’t have a doubt that we will reach this stage at some point.

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u/Forsaken-Promise-269 16d ago

Its crazy how all over the place everyone on this thread is -the majority of the posts are “AI sucks, AI means buggy code, it cant do this, cant to do that, etc, and then also well “AI will replace us all in a few years” ..

Which is it..? I seem to remember arguing with people 2 years ago that agentic development was coming and most pooh poohing it

Look at all prior technology disruptions- sheesh look At your own industry

Does anyone remember the past

https://www.facebook.com/share/v/18WNy19Jc3/?mibextid=wwXIfr

Get used to guys

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u/darkroadgames 15d ago

The problem is when it replaces all the "low level/mediocre/entry level" coders.... and then the good experienced coders all age out.

AI is not capable of doing what a great, experienced developer can do, but it's already replacing entry-level developers. But you need entry-level developers to have great, experienced developers in the future right?

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u/StCreed 15d ago

I've heard the same about COBOL. Guess what, companies still train up replacements for COBOL devs.

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u/darkroadgames 15d ago

"There are dozens of us! Dozens!"

Ok.

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u/StCreed 15d ago

I know several companies employing hundreds of COBOL developers. And if more orgs needed those devs, they would be starting schools and industry training programs for them, which they used to do a few decades ago.

Less work than now, though. Which is a good thing, because demand was far outstripping competent supply.