[HN Gopher] AI Lazyslop and Personal Responsibility
       ___________________________________________________________________
        
       AI Lazyslop and Personal Responsibility
        
       Author : dshacker
       Score  : 43 points
       Date   : 2026-01-26 19:56 UTC (3 hours ago)
        
 (HTM) web link (danielsada.tech)
 (TXT) w3m dump (danielsada.tech)
        
       | xyzsparetimexyz wrote:
       | If you get a 1600 line PR you just close it and ask them to break
       | it up into reviewable chunks. If your workplace has an issue with
       | that, quit. This was true before AI and will be true after AI.
        
         | dshacker wrote:
         | I mean, there are some exceptions on when 1600 PRs are
         | acceptable (Refactorings, etc) but otherwise agree.
         | 
         | What really bugs me is that today, it is easier than ever to do
         | this (even the LLM can do this!) and people still don't do it.
        
           | storystarling wrote:
           | I ended up overengineering a LangGraph workflow to handle
           | this. It forces the LLM to generate and pass its own tests in
           | a sandbox before I even see the PR. The API costs are
           | significantly higher because of the retry loops, but it
           | filters out the low effort attempts.
        
         | tjr wrote:
         | If you can have AI review the PR, does this still matter?
        
         | hxugufjfjf wrote:
         | Or just have AI do it for you /s
        
         | emeraldd wrote:
         | There are a number of cases where this is not really possible.
         | For some classes of updates, the structure of the underlying
         | application and the type of update being made requires that you
         | do an "all or nothing" type of update in order to get a
         | buildable result. I've run into this a lot with Large Java
         | applications where we have to jump several Spring versions just
         | due to the scope of what's being updated. More incremental
         | updates weren't an option for a number of time/architectural
         | reasons and refactoring the application structure (which really
         | wouldn't have helped too much either) would have been time and
         | cost prohibitive... Really annoying but sometimes you just
         | don't have another option to actually accomplish your goals.
        
         | dog4hire wrote:
         | Some people can write 1-3k lines of good code (incl. tests) in
         | a day when everything is just right. We used to be called
         | 10xers lol. The 1600LOC PR is legit if trust is there, it's
         | really a single change unit, it's not just being thrown over a
         | wall (should have a great PR description and clear, concise
         | commit history).
         | 
         | I automatically block PRs with LLM-generated summaries, commit
         | messages, documentation, etc.
        
       | throwawaysleep wrote:
       | > Then, I'd get a ping from his manager asking on why am I
       | blocking the review.
       | 
       | If you are in a culture like this, you may as well just ship
       | slop.
       | 
       | Management wants to break stuff, that is on them.
        
         | dshacker wrote:
         | Right, I think there is always a balance between being strict
         | on code reviews, and just letting people ship stuff. I've also
         | seen the other end of the stick in which a senior employee is
         | blocking an important pr over "spacing".
        
           | AndrewDucker wrote:
           | Your software linting should be automated, and if possible it
           | should be formatted automatically.
           | 
           | It really shouldn't be possible to have arguments in a PR
           | over formatting.
        
         | dgxyz wrote:
         | I paid my mortgage off by being the insurance policy when that
         | happens.
        
           | shimman wrote:
           | How does that work? I find the ability to be in these
           | positions as an IC really impossible nowadays. Maybe it was
           | easier in the 90s? I heard contracting was a way better gig
           | back then too, until corpos got all high and mighty about it
           | putting an end to the practice by favoring head shops
           | instead.
        
             | dgxyz wrote:
             | Get in early. Know everything. Wide skill set. Arcane
             | stuff.
        
         | apercu wrote:
         | I mean, you'll still get blamed even if management pushes you
         | to work in a manner that "breaks stuff".
         | 
         | There is very little accountability in the upper echelons these
         | days (if there ever was) and less each day in our current
         | "leadership" climate.
        
         | kibwen wrote:
         | _> Management wants to break stuff, that is on them._
         | 
         | This implies that managers will do both of the following in
         | response to the aforementioned breakage:
         | 
         | 1. Understand that their own managerial policies are the root
         | cause.
         | 
         | 2. Not use you as a scapegoat.
         | 
         | And yet, if you had managers that were mentally and emotionally
         | capable enough to do both of the above, you wouldn't be in this
         | position to begin with.
        
           | throwawaysleep wrote:
           | That happens a lot, but rarely have I seen the reviewer get
           | blamed. The guy who shipped it gets blamed.
        
         | dkarl wrote:
         | I've received questions like this from very good, very
         | reasonable, very technically carefully managers. What happens
         | is, Mike complains and tries to throw you under the bus, and
         | the manager reaches out to hear your side of it. You tell them
         | Mike is trying to ship code with a bunch of issues and no
         | tests, and they go back to Mike and tell him that he's the
         | problem and he needs to meet the technical standards enforced
         | by the rest of the team.
         | 
         | Just because management asks doesn't mean they're siding with
         | Mike.
        
           | sdoering wrote:
           | I have been on both - actually on all three - sorry, make
           | that four - sides.
           | 
           | 1. I tried to ship crap and complained to my manager for
           | being blocked. I was young, dumb, in a bad place and
           | generally an asshole. 2. I was the manager being told that
           | some unreasonable idiot from X blocked their progress. I was
           | the unreasonable manager demanding my people to be unblocked.
           | I was without context, had a very bad prior relationship with
           | the other party and an asshole - because no prior bad faith
           | acts were actually behind the block - it was shitty code. 3.
           | I was the manager being asked to help with unblocking. I
           | asked to understand the issue and to actually try to - based
           | on the facts - find a way towards a solution. My report had
           | to refactor. 4. I was the one being asked. Luckily I had
           | prior experience and did this time manage to not become the
           | asshole.
           | 
           | I am glad I had the environments to learn.
           | 
           | Edit: Format.
        
       | dragoman1993 wrote:
       | At the end there's a typo "catched" should be caught.
       | 
       | Otherwise, agree-ish. There should be business practices in place
       | for responsible AI use to avoid coworkers having to suffer from
       | bad usage.
        
         | dshacker wrote:
         | Thanks! Fixed.
        
         | throwawaysleep wrote:
         | > Then, I'd get a ping from his manager asking on why am I
         | blocking the review.
         | 
         | The suffering is self inflicted for this particular person. The
         | organization doesn't value code review.
        
         | NewsaHackO wrote:
         | He had a typo in the one section where he didn't use AI to
         | copy-edit! But really, copyediting with LLMs is a godsend. I
         | used to struggle with grammar to the point that I had a
         | grammarly subscription. Now, proofreading can even be done
         | locally.
        
       | dkarl wrote:
       | I have no idea what AI changes about this scenario. It's the same
       | scenario as when Mike did this with 1600 lines of his own code
       | ten years ago; it just happens more often, since Mike comes up
       | with 1600 lines of code in a day instead of in a sprint.
       | 
       | > I don't blame Mike, I blame the system that forced him to do
       | this.
       | 
       | Bending over backwards not to be the meanie is pointless. You're
       | trying to stop him because the system doesn't _really_ reward
       | this kind of behavior, and you 'll do Mike a favor if you help
       | him understand that.
        
         | dshacker wrote:
         | I think people can be in hard conditions, needing a job, under
         | pressure, burnt out and feel like this is their only way to
         | keep their job. At least that's how it felt with Mike.
         | 
         | At the end, I spent a lot of time sitting down with Mike to
         | explain this kinds of things, but I wasn't effective.
         | 
         | Also, now LLMs empower Mike to make a 1600 line PR daily, and
         | me needing to distinguish between "lazyslopped" PRs or actual
         | PRs.
        
         | BugsJustFindMe wrote:
         | > _I have no idea what AI changes_
         | 
         | > _Mike comes up with 1600 lines of code in a day instead of in
         | a sprint_
         | 
         | It seems like you do have an idea of at least one thing that AI
         | changes.
        
           | dkarl wrote:
           | The more often it happens, the more practice you get at
           | delivering the bad news, and the quicker Mike learns to live
           | up to the team's technical standards?
        
         | miltonlost wrote:
         | > I have no idea what AI changes about this scenario. It's the
         | same scenario as when Mike did this with 1600 lines of his own
         | code ten years ago; it just happens more often, since Mike
         | comes up with 1600 lines of code in a day instead of in a
         | sprint.
         | 
         | So now instead of reviewing 1600 lines of bad code every 2
         | weeks, you must review 1600 lines of bad code every day (while
         | being told 1600 lines of bad code every day is an improvement
         | because just how much more bad code he's "efficiently"
         | producing! Scale and volume is the change.
        
         | zahlman wrote:
         | > it just happens more often
         | 
         | Which is extremely relevant, as it dramatically increases the
         | probability that other people will have to care about it.
        
         | Aurornis wrote:
         | > Bending over backwards not to be the meanie is pointless.
         | 
         | This thinking that we must avoid blaming individuals for their
         | own actions and instead divert all blame to an abstract system
         | is getting a little out of control. The blameless post-mortem
         | culture was a welcome change from toxic companies who were
         | scapegoating hapless engineers for every little event, but it's
         | starting to seem like the pendulum has swung too far the other
         | way. Now I keep running into situations where one person's
         | personal, intentional choices are clearly at the root of a
         | situation but everyone is doing logical backflips to try to
         | blame a "system" instead of acknowledging the obvious.
         | 
         | This can get really toxic when teams start doing the whole
         | blameless dance during every conversation, but managers are
         | silently moving to PIP or lay off the person who everyone knows
         | is to blame for repeated problems. In my opinion, it's better
         | to come out and be honest about what's happening than to do the
         | blameless performance in public for feel-good points.
        
       | dmmartins wrote:
       | > What was your thought process using AI? > Share your prompts!
       | Share your process! It helps me understand your rationale.
       | 
       | why? does it matter? do you ask the same questions for people
       | that don't use AI? I don't like using AI for code because I don't
       | like the code it generates and having to go over and over until I
       | like it, but I don't care how people write code. I review the
       | code that's on the PR and if there's I don't understand/agree, I
       | comment on the PR
       | 
       | other than the 1600 lines PR that's hard to view, it feels that
       | the author just want to be in the way and control everything
       | other people are doing
        
         | OptionOfT wrote:
         | Because when your code is handwritten, it's supposed to be a
         | translation of you parsing business requirements to code.
         | 
         | Using AI adds a non-deterministic layer in between, and a lot
         | of code now is there that you probably didn't need.
         | 
         | The prompt is helpful to figure out what is needed and what
         | isn't.
        
           | lo_zamoyski wrote:
           | The correct thing to do is to annotate the code and the PR
           | with comments. You shouldn't be submitting code you don't
           | understand in the first place. These comments will contain
           | the reasoning in the prompts. Giving me a list of prompts
           | would just be annoying and messy, not informative.
           | 
           | Also, we should not be submitting huge PRs in general. It is
           | difficult to be thorough in such cases. Changes will be less
           | well understood and more bugs will sneak their way into the
           | code base.
        
             | OptionOfT wrote:
             | The AI velocity comes from large PRs that no-one reviews.
        
         | hombre_fatal wrote:
         | The prompt is the ground truth that reveals the assumptions and
         | understandings of the person who generated the code.
         | 
         | It makes a lot more sense to review and workshop that into a
         | better prompt than to refactor the derived code when there are
         | foundational problems with the prompt.
         | 
         | Also, we _do_ do this for human-generated code. It 's just a
         | far more tedious process of detective work since you often have
         | to go the opposite direction and derive someone's understanding
         | from the code. Especially for low effort PRs.
         | 
         | Ideally every PR would come with an intro that sells the PR and
         | explains the high level approach. That way you can review the
         | code with someone's objectives in mind, and you know when
         | deviations from the objective are incidental bugs rather than
         | misunderstandings.
        
         | roxolotl wrote:
         | Yes of course you should ask the same thing of other non AI
         | PRs. Figuring out the why and the thought process behind
         | behavior is one of the most important parts of communication
         | especially when you don't know people as well
        
         | madeofpalk wrote:
         | > why? does it matter? do you ask the same questions for people
         | that don't use AI?
         | 
         | ...yes? If someone dumps a PR on me without any rationale I
         | definitely want to understand their thought process about how
         | they landed on this solution!
        
       | colinmilhaupt wrote:
       | Love to see the responsible use disclosure. I did the same
       | several months back. https://colinmilhaupt.com/posts/responsible-
       | llm-use/
       | 
       | Also love the points during review! Transparency is key to
       | understanding critical thinking when integrating LLM-assisted
       | coding tools.
        
       | epolanski wrote:
       | Pointless blog post about made up situations that never happened.
       | 
       | 1. Companies that push and value slop velocity do not have all
       | these bureaucratic merge policies. They change them or relax
       | them, and a manager would just accept it without needing to ping
       | the author.
       | 
       | 2. If the author was on the high paladin horse of valuing the
       | craft he would not be working in such a place. Or he would be
       | half assing slop too while concentrating on writing proper code
       | for his own projects like most of us do when we end in bs jobs.
        
         | throwawaysleep wrote:
         | Things like SOC II effectively require merge control. That
         | doesn't mean the organization really values it, but for
         | compliance purposes, the approval process needs to be there and
         | is applied by someone up on high.
        
         | noitpmeder wrote:
         | I think you're being overly pessimistic about the chance this
         | exists in some form at nearly every mid-to-large size software
         | company.
         | 
         | It doesn't take a company policy for an ai-enabled engineer to
         | start absolutely spewing slop. But it's instantly felt by
         | whatever process exists downstream.
         | 
         | I think there's still a significant quantity of engineers who
         | value the output of AI, but at the same time put the effort in
         | to avoid situations like what the author is describing.
         | Reviewing code, writing/generating appropriate tests (and
         | reviewing those too). The secret is those are the good ones.
         | These are the ones you SHOULD promote, laud, and set as
         | examples. The rest should be made examples of and be held
         | accountable.
         | 
         | Id hope my usages of AI are along these lines. I'm sure I'm
         | failing at some of the points, and always trying to improve.
        
           | epolanski wrote:
           | Regardless, this is a made up story.
           | 
           | If author cared about code and processes he'd not be working
           | in an environment that doesn't.
           | 
           | On top of that, it's never a good policy to wash laundry in
           | public.
           | 
           | Thus imho this story is made up and this never happened.
        
             | noitpmeder wrote:
             | I can tell you for a fact this exact behavior, aggressive
             | manager included, exists at my company.
             | 
             | Thankfully they're in a different org/reporting line, but
             | this exists in the real world.
        
         | urbandw311er wrote:
         | That's unfair - I see no reason to believe this didn't happen
        
       | fnoef wrote:
       | While I agree with the sentiment of the post, I've also came to a
       | conclusion that it's not worth to fight against the system. If
       | you can't quit your job, then just do what everyone else is
       | doing: use AI to write and review code, and make sure everyone is
       | happy (especially the management).
        
       | krzysz00 wrote:
       | This does seem to align decently well with, for example, the
       | policy the LLVM project recently adopted
       | https://llvm.org/docs/AIToolPolicy.html , which allows for AI but
       | requires a human in the loop that understands the code and allows
       | for fast closure of "extractive" PRs that are mainly a timesink
       | for reviewers where the author doesn't seem to be quite sure
       | what's going on.
        
       | yesitcan wrote:
       | > why do I need tests? It works already
       | 
       | > I don't blame Mike
       | 
       | You should blame Mike.
        
       | babblingfish wrote:
       | This is consistent with my own observations of LLM-generated code
       | increasing the burden on reviewers. You either review the code
       | carefully, putting more effort into it than the actual original
       | author. Or you approve it without careful review. I feel like the
       | latter is becoming more common. This is basically creating tech
       | debt that will only be realized later by future maintainers
        
         | mghackerlady wrote:
         | or, if you know it was written by an LLM, reject it
        
         | bunderbunder wrote:
         | It's a prisoner's dilemma, too. The person who commits to
         | giving code review its due diligence is going to end up
         | spending an inordinate amount of time reviewing others'
         | changes, leaving less time to completing their own assignments.
         | And they're likely to request a lot of changes, too. That's
         | socially untenable for most people, especially ones who clearly
         | aren't completing as many story points as their teammates. Next
         | thing you know your manager is giving you less than stellar
         | performance reviews, and the AI slopcoders on your team are
         | getting the promotions and being put into position to influence
         | how team norms and culture evolve over time.
         | 
         | The worst part is, this isn't me speculatively catastrophizing.
         | I'm just observing how my own organization's culture has
         | changed over the past couple of years.
         | 
         | It's hitting the less senior team members hardest, too. They
         | are generally less skilled at reading code and therefore less
         | able to keep up with the rapid growth in code volume. They are
         | also more likely to get assigned the (ever growing volume of)
         | defect tickets so the more senior members can keep on
         | vibecoding their way to glory.
        
       | solomonb wrote:
       | > After I "Requested changes" he'd get frustrated that I'd do
       | that, and put all his changes in an already approved PR and sneak
       | merge it in another PR.
       | 
       | This is outrageous regardless of AI. Clearly there are process
       | and technical barriers that failed in order to even make this
       | possible. How does one commit a huge chunk of new code to an
       | approved PR and not trigger a re-review?
       | 
       | But more importantly, in what world does a human think it is okay
       | to be sneaky like this? Being able to communicate and trust one
       | another is essential to the large scale collaboration we
       | participate in as professional engineers. Violating that trust
       | erodes all ability to maintain an effective team.
        
         | wasmainiac wrote:
         | Yeah this never happened. This just sounds like an and everyone
         | clapped moments, made to make a blog post. Most people on this
         | planet are reasonable if not pushed.
        
           | dshacker wrote:
           | I'm not sure how to prove otherwise, but this actually
           | happened to me. I don't understand this kind of comments
           | saying "FAKE" for views or blog-posting. This is something
           | that happened to me, and I can say for sure people were
           | really pushed in this situation to ship faster every time.
        
           | doesnt_know wrote:
           | I envy the type of career you've had if you find this sort of
           | behaviour unbelievable.
        
           | badsectoracula wrote:
           | I actually had someone like "Mike" in my most recent job
           | (though he wasn't uncooperative, just didn't seem to care
           | about writing proper code). He made some tool using AI and i
           | took it over to clean it up and improve it, but he still
           | worked on it too. He got occasionally annoyed when i
           | suggested changes and sometimes i felt i was talking to
           | ChatGPT (or whatever AI he used, i don't know) via a
           | middleman. He didn't put any 1600 line PR (that i remember
           | anyway) but he did add extra stuff to his PRs which were
           | often related to other tasks and the code submitted was often
           | much larger in "volume" than needed.
           | 
           | As an example there was a case where some buttons needed a
           | special highlight based on some flag, something that could be
           | done in 4-5 lines of code or so (this was in Unreal Engine,
           | the UI is drawn each frame), but the PR was adding a value
           | indicating if the button would need to be highlighted when
           | the button was created and this value was passed around all
           | over the place in the up to the point where the data that was
           | used to create the UI with the buttons would be. And since
           | the UI could change that flag, the code also recreated the UI
           | whenever the flag changed. And because the UI had state such
           | as scrolling, selected items, etc, whenever the UI was
           | recreated, it saved the current state and restored it after
           | it was recreated (together with adding storage for the
           | state). Ultimately, it worked, but it was too much code for
           | what it needed to do.
           | 
           | The kicker was that the modifications to pass around the
           | value for the flag's state wasn't even necessary (even
           | ignoring the fact that the flag could have been checked
           | directly during drawing) because a struct with configuration
           | settings was already passed through the same paths and the
           | value could have been added to said struct. Not that it would
           | have saved the need to save/restore the UI state though.
        
         | liuliu wrote:
         | Collaborative software development is a high-trust activity. It
         | simply doesn't work in low-trust environment. This is not an
         | issue with code review, it is an issue with maintaining a trust
         | environment for collaboration.
        
         | dshacker wrote:
         | It really demotivated me when this happened, I just kept seeing
         | the PR open, but then I saw the changes applied before the PR
         | was merged, which made me very confused. I then had an alert
         | placed on every one of the updates made by Mike to make sure he
         | didn't do this again. People were against "reset reviewers on
         | commit" for "agility".
        
         | ljm wrote:
         | TFA wouldn't blame 'Mike' but I definitely would. And 'Mike's
         | Boss.
         | 
         | That's not just a process error. At some point you just have to
         | feed back to the right person that someone isn't up to the
         | task.
        
       | ghm2199 wrote:
       | If you work in a company where some kind of testing is optional
       | to get your PR merged, run in the opposite direction. Because
       | testing showed you your engineer _thought_ things through. Its
       | communicating what the intended use and many times when well
       | written is as clarifying as documentation. I would be even
       | willing to accept integration/manual tests if writing unit tests
       | is sometimes not possible.
        
       | serial_dev wrote:
       | > put all his changes in an already approved PR and sneak merge
       | it in another PR. I don't blame Mike, I blame the system that
       | forced him to do this.
       | 
       | Oh you should definitely blame Mike for this. It's like blaming
       | the system when someone in the kitchen spits in the food of
       | customer. Working with people like this is horrible because you
       | know they don't mind to lie cheat deceive.
        
       | Ozzie_osman wrote:
       | I call it L-ai-ziness and I try to reduce it on my team.
       | 
       | If it has your name on it, you're accountable for it to your
       | peers. If it has our name on it as a company, we're accountable
       | for it to our users. AI doesn't change that.
        
         | dog4hire wrote:
         | hiring?
        
       | firasd wrote:
       | Unfortunately the list of AI edits this person declares at the
       | bottom of their post is self-refuting
       | 
       | If you use AI as a Heads-up Display you can't make a giant scroll
       | of every text change you accepted.
        
       | mrkeen wrote:
       | > Mike sent me a 1600 line pull-request with no tests, entirely
       | written by AI, and expected me to approve it immediately as to
       | not to block him on his deployment schedule.
       | 
       | Both Mike and the manager are cargo-culting the PR process too.
       | Code review is what you do when you believe it's worth losing
       | velocity in order for code to pass through the bottleneck of two
       | human brains instead of one.
       | 
       | LLMs are about gaining velocity by passing less code through
       | human brains.
        
       | serial_dev wrote:
       | Lazyslop PRs offload the work to code reviewers while keeping all
       | the benefits to the PR creator.
       | 
       | Now creating a 1600 loc PR is about ten minutes, reviewing it at
       | the very least an hour. Mike submits a bunch of PRs, the rest of
       | the team tries to review it to prevent the slop from causing an
       | outage at night or blowing up the app. Mike is a hero, he really
       | embraced AI, he leveraged it to get 100x productivity.
       | 
       | This works for a while, until everyone realizes that Mike gets
       | the praise, they get reprimanded for not shipping their features
       | fast enough. After a couple of these sour experiences, other
       | developers will follow suit, embrace the slop. Now there is
       | nobody that stops the train wreck. The ones who really cared,
       | left, the ones who cared at least a little gave up, and churn out
       | slop.
        
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       (page generated 2026-01-26 23:01 UTC)