alt.hn

3/28/2026 at 6:42:08 PM

The first 40 months of the AI era

 https://lzon.ca/posts/other/thoughts-ai-era/

by jpmitchell

3/29/2026 at 12:03:20 AM

> While I’m certain that this technology is producing some productivity improvements, I’m still genuinely (and frustratingly) unsure just how much of an improvement it is actually creating.

I often wonder how much more productive I'd be if just a fraction the effort and money poured into LLMs was spent on better API documentation and conventional coding tools. A lot of the time, I'm resorting to using an AI because I can't get information on how the current API of some-thing works into my brain fast enough, because the docs are non existent, outdated, or scattered and hard to collate.

by theteapot

3/29/2026 at 5:05:27 AM

This is facts. All of this talk about putting agent skills directly into repos (as Markdown!) is maddening. "Where were LITERALLY ALL OF YOU whenever the topic of docs as code came up?"

This is doubly maddening with NotebookLMs. They are becoming single sources of knowledge for large domains, which is great (except you can't just read the sources, which is very "We will read the Bible to you" energy), but, in the past, this knowledge would've been all over SharePoint, Slack, Google Drive, Confluence, etc.

by nunez

3/30/2026 at 11:13:05 AM

> Where were LITERALLY ALL OF YOU whenever the topic of docs as code came up?

Docs as code is still writing and not coding. Those are simply different skills. As programmers, we find coding to be fun and glamorous and writing to be difficult. Emotionally, it's much easier to finish a piece of code and feel genuinely happy with it (you are proud of your achievement) than it is to write a paragraph of docs and feel genuinely happy with it (you can feel in your bones that it's not good but you don't know how to improve it and you just want it over with). We have not built anywhere near the level of skill for writing than we did for coding when we wrote our own little programs for ourselves and never built a habit of thinking about how other people would interact with our code.

(For me, this is exacerbated by having been more isolated from other people than the average population, partly due to neurodivergence and partly because the hobby was niche at the time, and I assume this is also true of a lot of people currently employed as professional programmers.)

by Timwi

3/29/2026 at 2:33:08 PM

I've chose to embrace the silver lining where there is now business backing to prioritize all the devx/documentation work because it's easier to quantify the "value" because LLM sessions provide a much larger sample size than inconsistent new hire onboarding (which was also a one-time process, instead of per session).

I do think people are going way overboard with markdown though, and that'll be the new documentation debt. Needs to be relatively high level and pointers, not duplicate details; agents can parse code at scale much faster than humans.

by efromvt

3/29/2026 at 4:11:33 PM

Haha indeed. At work suddenly documentation and APIs are important, but it's all for/behind "skills". Before it was always "sure, that would be nice"...

I do welcome the improvements to doc and APIs this brings though!

by tracnar

3/29/2026 at 12:39:13 AM

My favorite thing is when some projects now have better documentation in their Claude skills or MCPs than they ever did for users.

by jmalicki

3/29/2026 at 5:40:44 AM

There is natural incentive for engineers working on a project to keep Claude skills up to date. I cannot say the same for general documentation.

by danappelxx

3/29/2026 at 7:52:10 AM

But maybe not for long. When we get long-running AIs, the knowledge locked inside the AI's thinking might supplant docs once again. Like if you had an engineer working at your company for a long time and knowing everything. With all the problems that implies, of course.

by cousin_it

3/29/2026 at 10:12:39 PM

at any time you can ask the model to produce documents given the latest state of the code base and at an altitude you choose.

by andsoitis

3/29/2026 at 9:14:34 AM

That's the weird best thing about LLMs - there is finally incentive for projects to create documentation, CLIs, tests, and well organized modular codebases, since LLMs fall flat on their face without these things!

by jmalicki

3/29/2026 at 10:00:40 AM

Yeah, I joined a project a couple of months ago, felt completely lost.

Last week, a colleague finally added for Claude all the documentation I'd have needed on day one. Meanwhile, I'm addressing issues from the other direction, writing custom linters to make sure that Claude progressively fixes its messes.

by Yoric

3/29/2026 at 12:54:46 AM

But that documentation itself is likely AI-generated

by yks

3/29/2026 at 12:56:49 AM

At least it saves me from having to generate the docs myself!

by jmalicki

3/29/2026 at 1:19:36 AM

Why continue involvement with a project that clearly devalues their “customers” or “users” who care about documentation?

by MichaelZuo

3/29/2026 at 1:28:58 AM

Projects that spend time on documentation for my robots have shown me they care about my use case!

by jmalicki

3/29/2026 at 5:05:01 AM

I feel like Google search results have gotten tremendously worse over the past 2 years too. It's almost like you have to use AI search to find anything useful now.

Which of course reduces traffic to sites and thus the incentives to create the content you're looking for in the first place :(

by Rapzid

3/30/2026 at 7:58:24 AM

I actually think the AI Overviews from Google have improved a lot in the last 2 years. They used to be trash. And now they are often good-enough so that I do not even switch to ChatGPT anymore.

The traditional search results suffer a lot because AI and AI content generation have enable a lot of aggressive SEO/spam plays.

by maltelandwehr

3/29/2026 at 6:55:18 AM

There’s many groups that “win” by making search results worse. It’s an ongoing battle between them, and if someone’s blaming solely Google for it, they’re way oversimplifying.

by alex43578

3/29/2026 at 5:34:19 PM

I totally agree with you, this reduces the traffic to sites but also there were lots of website that information wasn't true or correct.

by calcpocket

3/29/2026 at 2:04:12 PM

Does anyone know which tool can be best used instead of Google for "classic", non-AI googling?

by RuslanL

3/30/2026 at 7:56:48 AM

Pure non-AI googling will not work since many websites now use AI to create content. And so far, no search engine has managed to reliable detect and filter that out.

by maltelandwehr

3/29/2026 at 2:16:48 PM

Kagi

by ido

3/29/2026 at 5:39:56 AM

> I often wonder how much more productive I'd be if just a fraction the effort and money poured into LLMs was spent on better API documentation and conventional coding tools.

Probably negligible. It's not a problem you can solve by pouring more money in. Evidence: configuration file format. I've never seen programmers who enjoy writing YAML. And pure JSON (without comments) is simply not a format should be written by humans. But as far as I know even in the richest companies these formats are still common. And the bad thing they were supposed to replace, XML config, was popularized by rich companies too...!

by raincole

3/29/2026 at 1:29:08 PM

Programmers don’t enjoy writing things they have no good understanding of, and no good way to ascertain or predict in advance, how exactly it will behave. That’s at least partly due to poor documentation. Good documentation gives you a reliable conceptual model and makes you confident about how to use a tool.

by layer8

3/29/2026 at 8:01:42 AM

I love YAML, so there is at least one weirdo out there on the internet who is bitter that TOML and JSON won

by heavyset_go

3/29/2026 at 8:36:02 AM

As a TOML and JSON fan I must say those formats definitely didn't win :). YAML did, by a really long shot too unfortunately

by nasretdinov

3/29/2026 at 7:04:30 AM

JSON is not designed as a configuration file format.

by Gud

3/29/2026 at 12:14:44 AM

Yeah I get this impression too. AI feels like it's papering over overwrought and badly designed frameworks, tech stacks with far too many things in them, and also the decline of people creating or advocating for really expressive languages.

Pragmatic sure, but we're building a tower of chairs here rather than building ladders like a real engineering field.

by LAC-Tech

3/29/2026 at 12:44:26 AM

As someone who does broad activities, it supercharges a lot of things. Having a critical eye is required though. I estimate 40%-60% improvements on basic coding tasks.

I don't bring huge codebases to it.

by tomrod

3/29/2026 at 10:10:00 AM

And hilariously, the worst offenders are AI frameworks themselves. A couple months ago I was helping a client build out some "agentic" stuff and we switched from OpenAI Agents library to Agno. Agents is messy enough, like making inconsistent use of its own enums etc, but with Agno you can really feel that they are eating their own dog food. Plenty of times I literally could not find the API for some object, and of course their docs page pushes you toward chatting with their goddamn docs chatbot, which barfs up some outdated function signature for you.

by eloisius

3/29/2026 at 2:12:17 PM

I can't speak for your efficiency, but for me it's now often easier to create a tool than find if one exists and learn how to use it.

I was able to one-shot a parameterized SVG template creator for a laser cutter. Unlikely I could have achieved the same with 40 hours of pure focus.

by xnx

3/29/2026 at 9:13:37 AM

> better API documentation and conventional coding tools

Agreed, and it depends on the language I suppose. I'm a C++ developer and when you start working with templates even at a non-casual level, the compiler errors due to either genuine syntactic errors or 'seems correct but the standard doesn't support' can be infuriatingly obtuse. The LLM 'just knows' the standard (kind of, all 2k pages), and can figure out and fix most of those errors far faster than I can. In fact one of my preferred usages is to point Codex at my compiler output and get it to do nothing more than fix template errors.

Kotlin, for example, is much more in your face, in the IDE which does a correctness pass, before you even invoke the compiler (in the traditional sense) and the language spec is considerably leaner with less (no?) UB, unlike C++.

by DrBazza

3/29/2026 at 1:28:28 PM

Depends on which C++ we are talking about.

You can have the Kotlin experience with a mix of static asserts, constexpr and concepts.

C++ IDEs also offer many goodies which those that insist in using vi and emacs keep missing out.

by pjmlp

3/29/2026 at 10:33:37 AM

Can’t you make the LLM write API documentation?

by mettamage

3/29/2026 at 9:42:08 AM

I agree. I think of AI as a search engine on steroids.

But I think it IS the best way to search for information, to be able to put a question in natural language. I'm always amazed just how exactly on-point the answer is.

I mean even the best of docs out there that have a great search bar like the Vue docs still only matches your search term and surfaces relevant topics.

by AltruisticGapHN

3/29/2026 at 4:32:13 AM

[dead]

by vaginaphobic

3/29/2026 at 2:45:58 AM

then you should be delighted we have LLMs one of the use cases they are best suited to is writing documentation, much better than humans can.

by luckydata

3/29/2026 at 5:57:49 AM

Good is debatable. The docs I want point out the weird shit in the system. The AI docs I've read are all basically "the get user endpoint can be called with HTTP to get a user, given a valid auth token". Thanks, it would have been faster to read the code.

by fyrn_

3/29/2026 at 5:07:30 AM

They write good _looking_ documentation. How good those docs are is entirely on the person/people who prompted them into existence.

by nunez

3/29/2026 at 5:11:56 AM

Please don't inflict LLM docs on people

by heavyset_go

3/28/2026 at 10:19:50 PM

> To what degree did I expand scope because I knew I could do more using the AI?

Someone at work recently termed this “Claude Creep”. It’s so easy to generate things push you towards going further but the reality is that’s you’re setting yourself up for more and more work to get them over the line.

by aidos

3/29/2026 at 1:50:40 AM

If you’re an employee who can finish their work 25% faster but you’re not getting a 4-day work week, what are the incentives for not introducing creep?

by refactor_master

3/29/2026 at 3:41:42 AM

Just sitting around and thinking of solutions to your own problems beats giving yourself work. As refactor_nietzsche would put it, resource slack is what lets you be a refactor_master instead of a refactor_slave. If you feel pressured into self-imposed creep, it's probably because you've internalized the idea that having too much slack makes you look dangerous to your superiors, so you default to playing the worker bee.

by gobdovan

3/29/2026 at 10:24:04 AM

As someone who really hopes developers get much more productive in our team, I would hope we are able to finally keep pace with the desired roadmap and fix bugs at a much faster rate so customers don’t have to wait too long for things to get fixed. Currently, we always get late and the roadmap has to be changed to remove less important things so we focus on fewer things. Which is not ideal, we are definitely losing business when we drop items, and we know that since potential customers keep running into use cases we knew would be useful but never managed to get to.

by brabel

3/29/2026 at 2:34:49 AM

It's a matter of whether you are just writing more regular quality things, or whether you are improving the quality of what you write. There's many things that increase quality, but are time consuming, which Claude Code can do for you.

One thing I recently did was run a pass over some unit test and functional test suites, asking for standardization on initialization, and creating reasonable helper methods to minimize boilerplate. Any dev can do that, if they have a week, and it'll future code changes more pleasant later. For Claude, an hour was a -8000 line PR that kept all the tests, with all the assertions.

It's what people need to figure out out of a a codebase. Our normal quality practices have an embedded max safe speed for changes without losing stability. If you use LLMs to try to change things faster, the quality practices have to improve if one wants to keep the number of issues per week constant. Whether it's improving testing, or sending the LLM to look at logs and find the bugs faster, one needs to increase the quality budget.

by hibikir

3/29/2026 at 12:43:15 AM

Dude. I’ve been thinking about this a lot! I think it’s because the traditional way we internalize the costs of what we are building just got take for a ride. We don’t really (or I don’t anyway) fully know what “too much scope” feels like with one of these Claude thingies. So it’s easy to completely both overestimate complexity and underestimate it too. Some times the LLM makes a seemingly daunting refactor be super simple and sometimes something seemingly not complex can take it forever… and there really is, for me, a good “gut sense” of how something will go.

So lately I’ve just decided that I’ll time box things instead of set defined endpoints. And by “endpoint” I really mean “I’m done for the day” and honestly maybe thinking about it… “I’m done with this project”.

I don’t know. But the term “Claude Creep” is absolutely something I can identify with. That thing will take you down a rathole that started with just pulling in some document and ends with you completely repartitioning your file system. lol.

by cruffle_duffle

3/28/2026 at 11:31:35 PM

Some of the expanded scope that I’ve done almost for free is usually around UX polish and accessibility. I even completely redid the —help for a few CLI tools I have when I would never have invested over an hour on each before agents.

I agree that the efficiency and quality are very hard to measure. I’m extremely confident that when used well, agents are a huge gain for both though. When used poorly, it is just slop you can make really fast.

by pseudosavant

3/28/2026 at 11:06:46 PM

[flagged]

by maxbeech

3/29/2026 at 12:20:45 AM

100% Over the years I've amassed hundreds of code boilerplate snippets/templates that I would copy and paste and the modify, and now they're all just sitting in Obsidian gathering dust. Why would I waste my time copying and pasting when I can just have Claude generate me basic ansible playbooks on the spot in 30 seconds.

by KetoManx64

3/29/2026 at 2:09:53 AM

Cognitive overload? For me, it’s easier to construct a mental model of the thing than have a full (sometime complex) example which may not necessarily be valid and/or on point. And as I’ve been exploring some foundational ideas of computing, you can do away with a lot of complexity in modern development.

by skydhash

3/29/2026 at 1:29:15 AM

An idea is to have the AI ingest your templates, it might be useful

by nextaccountic

3/29/2026 at 5:08:26 AM

basically readme driven development at that point.

by nunez

3/28/2026 at 10:21:31 PM

And just like that, a new term has been coined.

by ares623

3/29/2026 at 2:13:03 AM

The biggest positive I have seen is not so much in the new tools, but in new ways to convince the higher ups to do sensible things.

We always find that small teams of locals can do much much more than a team with an unlimited number of low cost "developers". Not just because the competence of low cost devs is poor, but also the structure of how you work changes for the worse with a bigger team, for the worse with a distributed team, and for the worse with a skill-diverse team.

Thats before you get into the cultural flaws of favored destinations like India.

So we have been able to argue things like add one local + ai is better than about 20-100 Indians, depending on role and business structure needed to manage low-competence low-trust "developers". So we are planning to completely on-shore in the near future.

The bean counters are happy, and the quality of the work is improving.

by SloppyDrive

3/29/2026 at 3:14:57 PM

> So we have been able to argue things like add one local + ai is better than about 20-100 Indians

And you just say this like it’s nothing. Lack of respect to tons of Indian people who work in IT, of which I have had the pleasure to work with.

by sdevonoes

3/30/2026 at 11:30:45 AM

I am yet to see quality work come out of India.

I do not believe I have even seen "good value" output.

What is there to respect?

by SloppyDrive

3/29/2026 at 8:26:14 AM

Yes this + also APIs! Due to LLMs needing APIs suddenly things that were strictly behind GUI can easily opened up for programmatic use. Double edged sword, due to infosec etc concerns, but sure is nice for personal productivity automation.

by trenchgun

3/29/2026 at 10:10:40 AM

But 3 Indians + AI means they don’t need any of you at all. This won’t go well in the long run.

by dyauspitr

3/29/2026 at 10:39:25 AM

Perhaps in the long run there will be very few developers globally; but in the short term, I see less and less use for the whole idea of low-cost outsourcing.

The historical value of a low cost region is get crap work for few dollars. "Just barely good enough". AI can do this by itself.

If you add AI to poor work, you get more extremely shit work for less dollars. If you add AI to a skilled worker you get a large volume of OK to poor work.

Basically my suspicion is as the tools improve they make low skill regions obsolete first.

by SloppyDrive

3/29/2026 at 12:12:24 PM

You pay just enough for slop, you get slop. There are plenty of very good developers in India who still cost a tenth of your salary. I think I know which choice the corporations are going to go with.

by dyauspitr

3/30/2026 at 11:18:52 AM

I can only speak to what I see in my social circle; but the general conclusion is the value is not there currently, and the AI tools theoretically make the payoff decline relative to on-shoring.

Either these tools dont do much, and its business as usual with the cycle of attempts to offshore failing.

Or the tools produce massive quantities of mediocre work, the low-cost developer is now obsolete. Markets that relied on quantity to sustain the industry evaporate. The problems hiring overseas are only amplified by this, leading to increased overhead finding the skilled developers. Other issues such as timezones, large team coordination, political risks, and cultural mismatch remain, and smother a shrinking sector.

Or the tools work very well; and if they produce better quality than you can then you are obsolete. Development generally as a concept is unrecognizable.

by SloppyDrive

3/29/2026 at 10:30:54 AM

You are confusing low cost with low competence. Some developers in India and Brazil cost a fourth of an American one but may be just as competent. Yes, the average is lower because of the lower barrier to entry and differences in cultural practices, but you really should separate cost and competency. You can hire some grifter who is quite expensive compared to a super developer from India just because they live in California.

by brabel

3/29/2026 at 10:49:10 AM

Ive been doing this for a while, and seen many people try; the success ratio is so low that I consider it a fools errand.

There are many reasons why; but simply there is no surplus of super developers anywhere; you might find one anywhere, but they will not stay low cost for very long... And if you try to structure your business to find any number of employees overseas you quickly become overwhelmed by the averages and cultural practices of an area.

I fully believe its possible to find a single competent Brazilian or Indian for cheaper than in the west, but I dont think its possible to structure a company in a way that you can hire 20.

by SloppyDrive

3/28/2026 at 10:50:45 PM

Nice observation about AI-generated content:

> I’ve had the idea that from a social perspective it’d be regarded like plastic surgery, in that it only looks weird when its over-done, or done badly.

by tkgally

3/28/2026 at 11:53:03 PM

An important aspect of comparison is that nobody is going to tell you that your surgery is noticeable or looks bad.

Your friends, family, partners, coworkers, aren't going to say anything, neither are people you meet casually, certainly not service workers, strangers aren't going to pull you aside to tell you the truth about your nose job, etc.

I hope the same social taboo doesn't transfer over to AI content. We should honestly critique AI generated content, used either in-whole or in-part with human creations. If the inclusion of AI content botched your article, saying so should be socially acceptable.

We saw some of this here on HN. It used to be that when AI content would be submitted here, it was a social faux pas to even mention it was LLM generated, same thing with LLM generated comments, no matter how obvious it was. Mentioning a comment was AI was socially verboten and you'd be finger-wagged at.

Eventually, AI fatigue caused the community to discount Show HN entries, submissions and comments, and the signal to noise ratio could no longer be ignored.

Now, turn on showdead. Those same comments, that users were expected to interact with as if they were made in good faith by real people, litter every submission's comment section. These comments objectively hurt discussion and it's a good thing they're shadowbanned.

Culturally, I hope we can reach a point where critique of AI content, including code, doesn't brand critics as haters, Luddites, or worse, and stifle conversation about what our communities really value and want.

by heavyset_go

3/29/2026 at 2:10:57 PM

I like the idea of promoting honest feedback on AI-generated content socially. My experience, especially on LinkedIn, is not only that it might be some sort of social taboo to do so, but also that the algorithm kind of hinders it: if you post something and you get comments from people obviously using AI bots to comment on other posts, you could either ignore it and tell the person, or just accept the fact that it probably is AI-written and still write an answer as if it were not. The issue with the algorithm is that it rewards the latter.

by flogy

3/29/2026 at 2:29:51 PM

We definitely must come from different cultures because I raised my eyebrow quite high reading your comment.

My family, close friends, and my partner will definitely tell me when I neglect or abuse my mental and physical health. This includes bad decisions about the way I look.

And every time they do this I am thankful to them, because they usually notice these things way sooner than I would have.

by Summershard

3/29/2026 at 10:37:19 AM

> An important aspect of comparison is that nobody is going to tell you that your surgery is noticeable or looks bad.

Just post a picture on the internet and let strangers comment. You will absolutely get honest feedback, but you probably don’t really want that. TBH same with code and ideas, given the reception my articles have had over the years on HN and Reddit. Can be brutal.

by brabel

3/29/2026 at 5:45:03 AM

Your friends, family, partners, coworkers, aren't going to say anything about your natural appearance either. Unless they're super rude.

by raincole

3/29/2026 at 6:30:35 AM

People will tell you if you're good looking

by heavyset_go

3/29/2026 at 5:55:19 AM

> Now, turn on showdead. Those same comments, that users were expected to interact with as if they were made in good faith by real people, litter every submission's comment section.

One big issue I've found is that HN seems to automatically comments from all new users, no matter the content. I used to try to change handles every so often because HN doesn't allow people to delete their comments after the first hour, which becomes a bigger and bigger privacy issue over time (and frankly, extremely hostile to users). Especially for those of use who don't use AI, our individual writing styles are likely identifiable over a long enough period of time.

But the last few times I tried it, all of my comments were immediately shadowbanned. No notification or any indication on the new account, but if I checked with an older account, the comments were all "dead." I try to put effort into my comments, reading through the entirety of the comment I'm replying to (often multiple times), proofreading them myself (I never use AI), and linking to any claims I'm making. All of this takes considerable time. It's extremely frustrating to put that kind of effort into a comment and have it autobanned. It's even more frustrating when the system deceives you and makes you believe it's been posted, and you have to check with another account to learn that it was actually set to dead.

Supposedly there's a desire for comments that people put effort into and aren't written by AI. But why would new users bother putting in that work when their comments get automatically and secretly killed, without them having any way of knowing?

I'm starting to think that the best solution is to move away from these types of online communities in general.

by gonzobonzo

3/29/2026 at 1:01:54 AM

It's the same way with writing as with video. There are some videos now where it's actually hard to tell. You can only tell it's AI when it's bad. When it's done well, you don't even know it's AI.

So it creates this selection effect where people only associate AI with fake and bad. The good stuff, they don't associate with AI at all.

by andai

3/29/2026 at 1:57:14 AM

But there is also the case where you see polished apps but are ai generated. It's like those ai websites they look "sleek" but all look the same, versus a crappy same that it doesn't look as pretty but looks very human. I don't know quite how to put it

by kelvinjps10

3/28/2026 at 11:36:35 PM

It's funny you mention that. The only difference is sometimes you need a functionality without doing the plumbing. At the end of the day if you're getting the output you need, the process doesn't matter. It's an interesting analogy but only works if the inspector is another expert dev.

by 3abiton

3/29/2026 at 2:16:10 AM

When I have such moment and I take a step back, there’s usually a strong hint that there’s a meta problem behind those instances. And while you have to chose when to take the time to solve such problem, it’s usually worth it.

by skydhash

3/29/2026 at 11:07:43 AM

I wish I could always take the time to do things right, but in reality, time is extremely scarce resource. It's when these AI agent help the most.

by 3abiton

3/29/2026 at 3:10:18 PM

All my colleagues that feel super productive pushing code written by LLMs share the same traits: they never really cared much about quality. And nowadays nobody wants to review their code/docs because it’s just painful. Heck, not even they are reviewing their supposedly own stuff. PRs with dozens of changes the author doesn’t even understand? Won’t touch that. An RFC of 30 pages of which the author didn’t write a single line? Won’t read that

And they write hundreds of MD files (for skills) that never break. No sense of accountability.

by sdevonoes

3/29/2026 at 12:30:04 AM

I would agree with the utility of Claude and Claude Code. Claude feels like your own executive assistant, sales team and IT department. Combine that with Claude Code and you can build some incredible things. Myself as an example, I used Claude to advise me on starting a business and building a MVP. After a few weeks of refinement I was able to create something I never could have done without Claude. It is a game changer for sure.

by Hekkova

3/29/2026 at 1:04:58 AM

Several of my friends who don't know any programming are creating video games and music software with AI agents.

Much of what they are doing is incomprehensible to me. I often find that being a programmer is actually holding me back in this regard, because I feel the need to understand everything the code is doing, as well as the specialized knowledge (e.g. the math involved in audio processing and sound effects). Whereas my friends can just say... yeah add a phaser effect to the synth and it just does it.

by andai

3/29/2026 at 2:25:21 AM

Have they shipped anything that people are using? The concerns are different and creating something usable by people is why software engineering exists.

by skydhash

3/29/2026 at 4:36:24 AM

I think that’s where software engineering is not quite getting what’s happening right now. People keep asking where are the apps?where all this great code? And the answer is becoming that people aren’t building apps to sell to other people. They’re building the apps that they themselves want to use. I’ve made dozens of apps that I have no interest in distributing or using outside of friends and family. The AI coding revolution is already here and it’s not in production software so much as it is in bespoke small group applications.

by conception

3/29/2026 at 1:43:35 PM

Only technically-minded people will do that. Most people won’t (almost no one in my extended family I can think of would), but those still need software.

The only way this will go pervasively mainstream is if AI gets so good that it can autonomously recognize what tools a user would find useful, and would create it for them without specific prompting. That will pretty much be AGI.

by layer8

3/29/2026 at 11:32:44 AM

Yup, users? One, me

by Bombthecat

3/29/2026 at 4:52:46 AM

I'm an early-mid career SDET/SRE. Currently building a full web app with rest AP integrations, looks great and works great. Lots of functionality, useful and being hardened all b/c of AI. It's going to be live with customers soon I hope.

AI is not a feature of the product. GTM will be interesting, have some good ideas.

It's really up to you to be clever. I've never used Js/Ts/node/these apis etc. I started programming as a non-cs engineer to automate stuff and then got into SWE. This is truly an amazing time.

by d675

3/29/2026 at 5:39:23 PM

What is GTM? (Also had to google several of the other acronyms)

by andai

3/29/2026 at 11:11:13 PM

Go to market.

by dehrmann

3/29/2026 at 10:19:44 AM

> Several of my friends who don't know any programming are creating video games and music software with AI agents.

I've seen a few live streams vibecoding video games on Twitch, and it was so hilariously bad and cringe-inducing I am back working on (hobby) game dev, my hopes restored, at least for the immediate future.

I also like how that entire field, gamers and devs, compared to regular software engineering, is so set against AI it can provide some pushback to the starry-eyed comments you read on here all the time. The only people using LLMs in gamedev are grifters and the dreaded idea people with not a single bone of talent or love for the craft in their body.

by sph

3/29/2026 at 5:49:21 PM

>my hopes restored

What happened to your hope previously?

Did you get discouraged by the idea that it was now easier for other people to make games?

I'm curious about this anti-AI sentiment you're talking about in the games world. I'm not really part of any gamedev communities, but I did make some simple browser games myself, including a multiplayer game. (In early 2024 I was doing a game jam every week!)

I didn't use much AI at the time, maybe copy-pasted a few snippets from ChatGPT, and that really felt like cheating!

I'm getting back into game dev now, after becoming a lot more comfortable with AI programming tools. I haven't really used AI for game dev, but I imagine they'd be helpful with some aspects like debugging, and the usual code snippets (tab complete etc).

The games my friends are making are text-based, "choose your own adventure" type games (interactive fiction?), so it's pretty straightforward for LLMs. I don't imagine they'd do very well with realtime stuff though, at least not without very heavy hand holding.

by andai

3/29/2026 at 3:43:00 PM

Ai rewards the curious

by RHSman2

3/29/2026 at 6:14:34 AM

If it was any good at sales I'm pretty sure a company I did a contract for would be thriving by now. Instead they have a product that is ~500 times faster than the competition, with better UX for the most common activity in that field and much better built-in analysis tools for end results, run in real-time (which competitor software cannot do). Sure, it's not a massive market in terms of demographics, but I'd expect real sales people to succeed with what they have. Something very real has gone wrong with sales and it's not something they've been able to solve using LLMs.

I know this company uses LLMs, because I'm working on another project for them where one of the co-founders is relentlessly spamming the repo with overwrought Claude Code output like there is no tomorrow. This shit sucks at code generation and it most likely sucks at everything else too, except people often assume it's better at things they don't know about.

by 59nadir

3/30/2026 at 12:30:59 AM

What did you build? Given how new the account is

by 650

3/28/2026 at 11:02:11 PM

> (The) Output was coherent but its ‘style’ was very boring and overtly inoffensive, which was (and still is) a clear limitation of the technology.

The style isn’t a limit of the technology, it’s a limit of the lobotomized models from OpenAI and Anthropic. The open source community has lots of models that are great at creative writing.

by oceanplexian

3/29/2026 at 1:13:00 PM

> The open source community has lots of models that are great at creative writing.

would you mind sharing some examples please?

by looshch

3/28/2026 at 10:58:13 PM

This is a sound personal assessment.

The section about being "glazed" into action resonates. Hidden within this concept I think is something profound about human motivation, innuendo and all.

> AI generated prose is at best boring, and at worst genuinely unappealing. I’m continually tempted, because in theory it should work well. The AI has perfect spelling and grammar, has more than enough context to produce article-length content, and can do in seconds what takes me hours.

I have a thesis in mind...that there is something fundamental to the human spirit that relishes a sort of friction that LLMs cannot observe or reproduce on their own.

by OrangePilled

3/29/2026 at 2:57:27 AM

> that there is something fundamental to the human spirit that relishes a sort of friction that LLMs cannot observe or reproduce on their own.

    Whatever happens, we have got
    The Maxim gun, and they have not.

by lstodd

3/29/2026 at 5:34:13 AM

A big part of the benefit of AI has nothing to do with AI and everything to do with leading point haired bosses around. They won't approve needed refactorings but promise to integrate AI and suddenly budget is no problem, just add an easily removable chatbot afterward and you're golden.

I think we'll find that for most AI stuff.

by Devasta

3/29/2026 at 2:10:31 AM

The stupid thing is that instead of using AI to give ourselves 1 hour work days, we’re just cramming more work into the same amount of time we’ve always worked.

by deadbabe

3/29/2026 at 2:18:47 AM

Yeah, I think this is always the case. We get more powerful tools that do the same thing in 5th amount of time, now we are asked to do 5x more. Capitlalism.

by senfiaj

3/29/2026 at 11:36:18 AM

Without this, we wouldn't had bigger apartments, houses etc.

by Bombthecat

3/29/2026 at 1:57:53 PM

There is a housing shortage.

by deadbabe

3/29/2026 at 3:16:02 AM

Generating AI Content sucks, Consuming AI Content sucks, but combine them in the same loop and it's really addicting. AI Content Prosuming rocks.

Since LLMs, if I see a video I think is interesting, I take the transcript, feed it into an LLM, I summarize it and ask it a couple of questions. I've turned 12 minute videos back into the 5 phrases news it was based on. I suppose that when you're the one generating the request, it feels more personal. It is also very interesting that most LLMs respond like a normal person when you talk to them directly, but suddenly adopt the more annoying blogger speech patterns when you tell them 'create content'.

by gobdovan

3/29/2026 at 4:34:40 AM

> I've turned 12 minute videos back into the 5 phrases news it was based on.

Why not read the original news?

Okay, there are many reasons why you might not want to do that, such as ads, tracking, having to pay for a subscription if you only want one article, and just plain boredom. I wasn't trying to call you out, it was more of a question for society at large.

Why has it become more appealing to have a "content creator" turn 5 phrases of news into a 12 minute video and then have an LLM convert it back, rather than reading the 5 phrases?

by scared_together

3/29/2026 at 6:13:19 AM

It's not that it's appealing. For example, I wanted to learn how to bend notes on harmonica, but it wasn't working. That's not something you can really understand without video, yet most tutorials are 5-15 minutes long and only show the actual technique at some random point in ~30 seconds (just search 'how to bend on harmonica' and see). So I take the transcript t check whether it's a method I've already tried or something new worth watching, and I also get an extra explainer of the technique in text.

Also, with videos like "what X said about situation Y in discourse Z". Sometimes you're just curious, and you can't realistically extract that efficiently from a full one-hour speech on a geolocked, untranscribed mass-media website, so it's easier to summarize the transcript of the 12 min video directly.

As for why everything is 12 minutes long, it's most likely because content creation isn't optimized to teach you anything or be useful, it's optimized to maximize watch time so platforms can serve more ads to you. The pattern is: I got you intrigued in something; you want the answer? pay me your time.

by gobdovan

3/29/2026 at 11:22:26 AM

Exactly. Those tutorial videos are fine if you are completely new to a topic, but if you are searching for something more advanced, then getting through all those introductory videos or those pretending to be advanced is so frustrating.

by cyk21

3/29/2026 at 4:13:31 AM

A solution looking for a problem

Marketers present a list of potential problems

The smallest success stories are marketed as indicators of future success, but to verify this, one must wait patiently for the future to arrive

by 1vuio0pswjnm7

3/29/2026 at 12:50:02 AM

The Gartner hype cycle has 5 phases: tech trigger (6 months - 2 years), peak of inflated expectations (6 months - 2 years ), the slope of enlightenment (2 - 5 years), and the plateau of productivity (5+ years), and the slope of decline (Obsolescence which noone talks about). If we are in fact at the 40th month then we are either approaching the peak of inflated expectations, the slope of enlightenment, or the plateau of productivity. I would say we are probably approaching the peak of inflated expectations. We are constantly hearing the symptoms of the 'This Time is Different' Syndrome from people saying the old rules don’t apply which is the classic sign the peak is approaching. The average financial bubble bursts after 3 years, however the dot-com bubble burst 5 years after peak and the housing bubble took 3-4 years. We are probably in the “bubble mania” phase right now because of all the irrational exuberance. Ride the Lightning!

by _bernays_sauce

3/29/2026 at 9:36:57 AM

I basically agree with the practical conclusion:

> For now at least I’m keeping my Claude Pro subscription, but given the persistant rumors of undisclosed rate limiting, and ever improving performance of local LLMs, I can easily imagine that I’ll cancel my subscription before the end of the year.

by dvfjsdhgfv

3/29/2026 at 3:43:14 AM

> I remember the first time I vibe-coded a small project. It was an app that generated placeholder cards for my MTG collection. I prompted the bot (now Claude, not ChatGPT).....

I would be interested what date this was? I am surprised if it's been recent that Claude didn't 1 shot this.

by jofzar

3/28/2026 at 10:43:02 PM

*LLM

by insin

3/29/2026 at 3:13:17 PM

shortly after humans are economically irrelevant (unemployable), they will be existentially irrelevant (dead)

a system that can allocate all the atoms / energy better than all of mankind won't eternally exist to coddle hairless apes

by justonepost2

3/28/2026 at 10:23:10 PM

Do you regularly find text content that you know is AI written (but is not marked as such)? Because honestly I don't, and it must exist in decent quantity by now. Or perhaps it's still sparse?

by H8crilA

3/28/2026 at 10:33:41 PM

Have a look here [1] and here [2] - I think they are good resources, but fallible in the long run. I think yes, I do, often confirmed by communication with people I know (i.e. i suspect they have used AI to make something -> I ask). This falls victim to confirmation bias, though. I suspect a nontrivial amount of writing I read is AI generated without me realising, and I'm wary also of falsely flagging AI-generated content that is actually from humans.

[1] https://en.wikipedia.org/wiki/Wikipedia%3AAI_or_not_quiz [2] https://en.wikipedia.org/wiki/Wikipedia%3ASigns_of_AI_writin...

by etherus

3/28/2026 at 10:50:58 PM

Okay, but the answers in [1] look something like:

AI generated. Some of the clues include:

- Most obviously, a failed ISBN checksum

- Other source-to-text integrity issues; for example, the WWF source says very little about Malaysia specifically, only mentions Sunda tigers (Panthera tigris sondaica), and does not mention tapirs at all

- Very short yet consistent paragraph length

- Generic "see also" links, one of which is redlinked

This is not the sort of thing that I pay attention to unless I'm doing detailed research. And even then I'd probably have a bot check these for me, ironically, since it's such a mechanical job. At the very least detecting AI like this requires conscious effort.

by H8crilA

3/29/2026 at 12:41:26 AM

Ok, but like, what about [2]?

I can easily tell AI writing. I'm sure plenty goes under the radar, but I can still catch a lot.

by slopinthebag

3/29/2026 at 12:40:59 AM

I think the second resource that you linked to is valuable. The first is useless unless you're a Wikipedia editor, the significance of verifying citations not withstanding.

The gap between LLM-generated writing and the composite style of the average Wikipedia page is more narrow than most people may believe.

by OrangePilled

3/28/2026 at 10:50:19 PM

Yes, here, reddit, X, at work in people's emails and status reports.

by jeffreyrogers

3/28/2026 at 11:23:02 PM

You will start to recognize it over time. The major AI models each have their own voice and patterns that they overuse.

The more you see those patterns the more you start recognizing them. By now I can recognize quickly if a blog post or README.md was generated by Claude or ChatGPT because the signs are so obvious.

Even Hacker News comments that are AI written are easy to spot if they weren't edited. I know I'm not alone because when I recognize an AI comment I check their comment history and find other people calling out their AI-generated submissions, too.

Learning how to recognize the output of the popular AI models is becoming a critical business skill, too. You need to be able to separate out the content from someone who was doing real work that you should take seriously as opposed to the output of someone who is having ChatGPT produce volumes of text that they don't review. The people who do that will waste your time.

by Aurornis

3/29/2026 at 3:33:58 AM

I don't see how to interpret your claims. How do you yourself know that you're right when you "recognize" Claude or ChatGPT? How do you know how much of the text you don't recognize as any LLM is actually LLM-generated? My recollection is whenever I've seen data on this--the educators who think they can spot students cheating--the conclusion is people are really bad at identifying LLM-generated content.

by jasonfarnon

3/30/2026 at 3:32:06 PM

I'm not claiming to be able to spot 100% of LLM written output

However the default tone and output style of Claude and ChatGPT are very obvious.

> My recollection is whenever I've seen data on this--the educators who think they can spot students cheating--the conclusion is people are really bad at identifying LLM-generated content.

If you can share that data we can discuss it, but there's nothing really to discuss here without a source

Among people who review a lot of user-submitted content, it becomes easy to spot the consistent voice of LLM writing. Wikipedia has a full page on it: https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing

by Aurornis

3/29/2026 at 1:57:16 AM

It’s very obvious if you leave the default tone. If you specifically ask it to hide its ai voice and make it appear human, it does a really good job. Even better if you give it an example of the writing style.

Ask it to write in the style of patio11 or someone else with a distinctive tone, and it will do a remarkable job.

It will pass pretty consistently. Not sure I love it.

by dghlsakjg

3/29/2026 at 12:11:58 AM

This is a temporary problem. Look at how fast things are progressing. Things will improve until none of this matters because the output is indistinguishable.

by threethirtytwo

3/29/2026 at 1:06:33 AM

I wish I could be this confident about the future.

by shimman

3/29/2026 at 7:53:12 PM

It’s not confidence. It’s the most realistic trendline from the last 3 years. Chatbot to agentic coding.

by threethirtytwo

3/29/2026 at 10:26:38 PM

For example the first frontpage post I read just now (I haven't checked others) is I'm fairly sure written with the use of AI (I would guess based on a human draft): https://news.ycombinator.com/item?id=47566442

I can't prove it but I'm comfortable enough in my judgment to say it.

by bonoboTP

3/28/2026 at 10:59:03 PM

Yes, often, and often here on HN or Substack if I point it out, it doesn't lead to anything good. Many don't recognize it, many do, the author gets defensive etc.

This article doesn't have the tells, it looks human written.

by bonoboTP

3/28/2026 at 10:46:03 PM

Literally every day from green accounts on Hacker News, and in many, many TFAs.

by insin

3/28/2026 at 11:05:17 PM

Yes, all the time.

HN and YouTube are the worst offenders for me.

by surgical_fire

3/28/2026 at 10:33:18 PM

I see it all the time in basically every form of text communication. What makes you think you are not seeing it?

by htnthrow11220

3/28/2026 at 11:02:48 PM

I found that many people don't have a radar for this. They may know about delve, emdashes, tapestry, multifaceted or "not just X but y" and if these are not there they don't see it.

by bonoboTP

3/29/2026 at 5:50:09 PM

They probably don't care enough to notice the tells. I think that it's generally those ambivalent, skeptical or opposed to AI who notice, while those who wholeheartedly support AI see no reason to differentiate between it and humans and so do not even try to.

by dag100

3/29/2026 at 6:04:51 PM

I don't think it's that simple. I'm not blanket opposed to it. I'm more along the lines of the author of the article. Use it for what it's good at, sift through unstructured info, convert information from one format to another, implement things that are planned out well with iterations and feedback, etc, and generally mapping out the capabilities.

I think those who are very opposed to AI often don't know much about the real limitations since they don't use it, and their complaints are often a year or more out of date.

I think the ideal demographic for spotting these are people who use the frontier LLMs a lot and they also have worked with text in detail, such as copywriters, people who have learned foreign languages and grammar etc., have edited articles for language and generally have a more "wordsmith" look at language and are sensitive to flow and rhythm of language on a more technical level.

by bonoboTP

3/29/2026 at 3:08:35 AM

My comment history is months of me pointing it out about articles here. You're just not noticing it, it's everywhere and is extremely obvious to me.

It's possible I should envy you, I'm not sure.

by furyofantares

3/28/2026 at 11:17:06 PM

All the time, especially on LinkedIn.

by icedchai

3/28/2026 at 11:50:14 PM

There's at least two comments in this submission from green accounts if you enable showdead.

by ThrowawayR2

3/29/2026 at 10:44:15 AM

I worry about just becoming a product user.

Some people push Claude and Claude Code at work, weights are closed, even Claude Code is completely closed and proprietary.

If terms, which Anthropic controls, ever change, all work and time spent on these products will be for naught.

No, I don’t think any skills or knowledge is acquired by the use of these tools can be reliably translated to another tool / model.

Hence I firmly think it’s utter nonsense rubbish to engage with that, and even Qwen3.5-Coder-Next plus OpenCode spits out working apps.

Really, do better product users.

by Amekedl

3/28/2026 at 10:04:43 PM

Bro but... you now are having a business is planned by a paid chatbot, they can shutdown anytime or make it more expensive, also it is imposiable to get something new, you are copying for somewhere else, maybe what claude is copying is having a copyrights on it, like a leaked code and etc, also your brain will slowly shutdown from thinking about 'business' so you will hevaly relays on claude in the future :)

My friend is trying to do the same, the Docker stack he made for his SaaS is really amazing, it is following the standards from the ancient age.

by sudo_man

3/28/2026 at 10:12:31 PM

> you now are having a business is planned by a paid chatbot, they can shutdown anytime or make it more expensive

Local models are about 25 months behind the current SOTA. If that holds, businesses won't need the paid models for many things.

by fnord77

3/28/2026 at 11:29:00 PM

I suspect you'll (a small-medium business) be able to buy a Claude 4.6-class rack mount device for $6000 by 2030 that does 100 t/s with 1 million token context, which honestly, is probably adequate for an office (front office, back office, executive tier etc) of 10-300 unless you've got more than 4 engineers on staff. That kind of offline device is going to push everyone to provide that kind of cloud-enabled baseline service at very low cost. The Qwen 3.5 series is already showing you can almost (but not quite) squeeze that kind of performance out of consumer hardware. 256/512gb consumer video cards will get us there, eventually, if capacity ever catches up with demand.

by hadlock

3/29/2026 at 7:36:11 AM

The internet as we know it is dead. Websites will seize to exist in 2 years from now. On the fly UIs will be generated. Tailored exactly to your ad profile. Content will be either AI slop that's better than humans can ever make or products that are a perfect fit for your spendable part of your wallet

by holoduke

3/30/2026 at 1:27:53 AM

what a load of nonsense

by k33d

3/28/2026 at 8:45:43 PM

[dead]

by Adam_cipher

3/28/2026 at 11:17:08 PM

[dead]

by pugchat

3/29/2026 at 12:37:56 AM

[flagged]

by mergeshield

3/29/2026 at 6:55:17 AM

[dead]

by jeremie_strand

3/29/2026 at 8:37:53 AM

[flagged]

by mergeshield

3/28/2026 at 10:17:15 PM

[dead]

by twentyprsaday

3/29/2026 at 5:20:39 AM

[flagged]

by maxbeech

3/28/2026 at 10:41:53 PM

> 40 months

Not counting from 1971s DARPA? Sorry I'm allegric when LLMs being called AI like nothing existed before it.

by ivanjermakov

3/28/2026 at 10:48:44 PM

Could the "LLM" of 1971 DARPA produce working code that it translated from a legacy codebase to Java and this within a short timeframe? ;-)

by KellyCriterion

3/29/2026 at 2:50:58 AM

You would need to go back to McCullough, Pitts and von Neumann in the 1940s if you wanted to talk about where it really got started.

The 1970s were a long, dark AI winter, thanks to FUD spread by Minsky and Papert. A lot of recent work could have been done back then despite the lack of good hardware, as seen in the other HN story where the guy trained a transformer on a PDP-11. But the whole field was radioactive after their book came out.

by CamperBob2

3/28/2026 at 10:49:13 PM

Doesn’t it all look like child’s play though?

by dr_dshiv