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Ask HN: Do you have any evidence that agentic coding works?

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Re: Ask HN: Do you have any evidence that agentic coding works?

#321
This is a WILD thread.

I had no idea so many people still clung to these lines!

Personally, I see huge value. I’ve built more in the past year than I ever have before. Ideas that used to go on a list, now get implemented in a weekend. The ones that are good, I’ve shipped. Others get played with, tested, and set aside. Not due to lack of quality, but the idea wasn’t right. Some need more thought so I’ll keep testing, and tweaking over time.

Evidence? Those projects would not exist if not for these tools. Not because I couldn’t write them, but because I WOULDN’T have written them.

But I’ve given up trying to convince people. If you don’t think it works, great. Don’t use it. That’s fine with me!

I’d urge you to keep trying though. Hopefully you have the moment as well. And if you think, “it’s ok for some things, but not what I do”, well…just don’t wait a year before trying again. Keep an open mind, and integrate the tools into your workflow everyday. Not as a one off “ok fine, I’ll test this stuff” grumpy kind of way, but in an honest iterative way where you are using the tools on a daily basis, even in a small way. For docs. Whatever. Just keep using them. Eventually you’ll see. Eventually you’ll have the moment.

One thing I think is lost in a lot of these conversations is how much FUN I am having. I’ve been coding for…well if you count copying BASIC from books into a Timex Sinclair, about 40+ years. Maybe professionally for 30+? I haven’t had this much FUN building since back when I copied those games from that little red book of BASIC programs. These tools make even mundane work fun for me, cause you need to have your workflow right. So coding becomes more like Factorio or something. Keep optimizing your setup, then simplify, the optimize, then simplify.

Syntax was always something that felt like a hurdle. I always rolled my eyes at people that get lost in the minutia of a language. Like I remember the Perl neck beards from way back. lol.

I learned what I needed to get the task done, then moved on. Likely forgetting 90% of the details anyway, so I could keep an eye on what I considered important. Architecture. Functionality. Separation of Concerns. Could I dive back in and figure out the details again if needed, sure. No problem.

NOW these tools let me work at this abstraction level even more.

And I’m here for it.

Just amazing this is where we are at as an industry.

Re: Ask HN: Do you have any evidence that agentic coding works?

#322
I can just tell you, that my whole website with the complex logic and systems (based on Astro), which produce more scientific metadata in html code than Nature journal, was spec-coded by me using Github Copilot. But this is my pet project, not an enterprise battle tested one with thousands of users, but it still works: https://david-osipov.vision/en/

Re: Ask HN: Do you have any evidence that agentic coding works?

#323
Shipping unreviewed, untested code into production is irresponsible. But not all code is production code, and in my experience most valuable work happens long before anything deserves architectural sign-off / big commercial commitment.

Exploratory scripts, glue code—what I think of as digital duct tape between systems—scaffolding, probes, and throwaway POCs have always been messy and lightly governed. That’s kind of normal.

What’s different now is that more people can participate in that phase, and we’re judging that work by the same norms and processes we use for production systems. I know more designers now who are unafraid to code than ever before. That might be problematic or fantastic.

Where agentic coding does work for me is explicitly in those early modes, or where my own knowledge is extremely thin or I don’t have the luxury of writing everything myself (time etc). Things that simply wouldn’t get made otherwise: feasibility checks, bridging gaps between systems, or showing a half-formed idea fast enough to decide whether it’s worth formalising.

In those contexts, technical debt isn’t really debt, because the artefact isn’t meant to live long enough to accrue interest or be used in anger.

So I don’t think the real question is "does agentic coding work?" It’s whether teams are willing to clearly separate exploratory agency from production authority, and enforce a hard line between the two. ( I dont think they'll know the difference sadly) and without that, you’re right—you just get spaghetti that passes today and punishes EVERYONE six months later.

Re: Ask HN: Do you have any evidence that agentic coding works?

#324
post #317
post #188

Earlier quoted context omitted.

From the very beginning everyone tells us “you are using the wrong model”. Fast forward a year, the free models become as good as last year premium models and the result is still bad but you still hear the same message “you are not using the last model”… I just stopped caring to try the new shiny model each month and simply reevaluate the state of the art once a year for my sanity. Or maybe my expectation is clearly…

Are you sure you haven't moved the goalposts? The context here is "agentic coding" i.e. it does it all, while in the past the context was, to me anyway, "you describe the code you want and it writes it and you check it's what you asked for". The latter does work on free models now.

When one is not happy with LLM output, agentic workflow rarely improves quality --- even though it may improve functionality. Now, instead of making sure that LLM is on track at each step, it goes down a rabbit hole, at which point it's impossible to review the work, let alone make it do it your way.

Re: Ask HN: Do you have any evidence that agentic coding works?

#325
post #320

Earlier quoted context omitted.

> the exact definition of vibe-coding is, I think, yet to be determined Huh? No, that's been established since Karpathy coined the term; you don't review the code, only use the agent and don't care about how it was done, just about the results. The actual interesting stuff is how to use LLMs together with a human, to build high quality code. More "augmenting the human intellect" rather than "autonomous robots buildin…

> Huh? No, that's been established since Karpathy coined the term; you don't review the code, only use the agent and don't care about how it was done, just about the results. However, nowadays it is used as a synonym for everything that is somehow generated by an LLM. Regardless of whether it is a spec-driven, carefully reviewed and iterative piece of software or some yolo-style one-prompter with no idea how it was d…

Yes, by people who don't actually understand what they're talking about, doesn't mean we need to fall to lowest common denominator here on HN too.

Most people understanding "hacking" differently than us, but we've made that work, we can talk about hacking here without other HN users believing we're cracking passwords, why not the same for other terms?

Re: Ask HN: Do you have any evidence that agentic coding works?

#326
post #293
post #275

Earlier quoted context omitted.

I see your point in that you can use advanced terms with the LLM which makes it more like peer programming with a senior instead of a junior. > "but how long is it really going to take, because you always finish a lot quicker than you say, you say two weeks and then it takes two days" However these statement just kinda makes your comment smell of r/thatHappend. Since it is such a tremendous speed up. Therefore I am i…

I obviously don't know that my past two days of work would have taken two weeks in the alternative route, but it's my feeling for this particular work: I'm implementing a drawing tool on top of maps for fire departments (see demo.syncmap.no -- it's only in Norwegian for now though, plan to launch in English and Show HN it in some months). Typescript, Svelte, Go, Postgres. This week I have been making the drawing tool…

Fresh example:

I described a problem on UI level. LLM suggested the Ramer-Douglas-Peucker algorithm to solve it, which I have never heard about before. It implemented it. Works perfectly. It is 40 lines of code (of which I only really need to review the function signature, and note the fact that it's a recursive bisection algorithm). I would have spent a very long trying to figure out what to do here otherwise and the LLM handed me the solution.

Re: Ask HN: Do you have any evidence that agentic coding works?

#327

Earlier quoted context omitted.

> But as you say, there are so many people riding the hype wave that it is difficult to come to a sober discussion. LLMs are a new tool that is a quantum leap but they are not a silver bullet for fully autonomous development. While I agree with the latter, I actually think on former point - that hype is making sober discussion impossible - is actually directionally incorrect. Like a lot of people I speak to privately…

It is delusional to believe the current frontier models can only write CRUD apps. I would think someone would have to only write CRUD apps themselves to believe this. It doesn't matter anyway what a person "believes". If anything, I am having the opposite experience that conversing with people is becoming a bigger and bigger waste of time instead of just talking to Gemini. It is not Gemini that is hallucinating all k…

There is a critical failure in education - people are not being taught how to debate without degenerating into a dominance debate or merely an echo chamber of talking points. It's a real problem, people literally do not understand that a question is not an opportunity to show off or to dominate, but is a request for an exchange of information.

And that problem is not just between people, this lack of communication skill continues with people's internal self conversations. Many a bully personality is that way because they bully themselves and terrorize themselves.

It's no wonder that people can use AI at all, with how poorly people communicate. So the cluster of nonsense that is all the shallow thinkers directing people down incorrect paths is completely understandable. They are learning by doing, which with any other technology would be fine, but with AI to learn how to use it by using it can serious damage one's cognitive ability, as well as leave a junkyard of failed projects behind.

Re: Ask HN: Do you have any evidence that agentic coding works?

#328

I use Augment with Claud Opus 4.5 every day at my job. I barely ever write code by hand anymore. I don't blindly accept the code that it writes, I iterate with it. We review code at my work. I have absolutely found a lot of benefit from my tools. I've implemented several medium-scale projects that I anticipate would have taken 1-2 weeks manually, and took a day or so using agentic tools. A few very concrete advantage…

I wouldn't consider the proposed workflow agentic. When you review each step, give feedback after each step, it's simply development with LLMs.

Re: Ask HN: Do you have any evidence that agentic coding works?

#329
post #297

Just for fun, I built a first person shooter game in UE5 from scratch using agentic coding. I've only spent a couple of months on it in my free time so far, and it isn't complete yet, but it's close enough that I could definitely release an early access version with another month or so of work. The most time consuming tasks have actually been tasks that agentic coding hasn't been able to help out with, like animation…

Did you encounter any issues related to the fact that Unreal Engine uses a specific / custom flavor of C++?

Re: Ask HN: Do you have any evidence that agentic coding works?

#330
post #297

Just for fun, I built a first person shooter game in UE5 from scratch using agentic coding. I've only spent a couple of months on it in my free time so far, and it isn't complete yet, but it's close enough that I could definitely release an early access version with another month or so of work. The most time consuming tasks have actually been tasks that agentic coding hasn't been able to help out with, like animation…

Did you encounter any issues related to the fact that Unreal Engine uses a specific / custom flavor of C++?

Not really, no, at least not with Claude. It seems to already understand the UE5 way of doing things, but there were a couple of edge cases for new features beyond its cutoff date where I had to refer Claude to the UE5 documentation. Once it read the documentation however, it understood and continued without issue. Also, for any compilation errors, I just copy and paste the error messages into Claude Code and it usually fixes it immediately.
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