So while it's not gonna be the next Moltbook in terms of security breaches, it's basically just the 2026 version of your middle manager copy-pasting a paragraph from ChatGPT web into Slack. It's content from nobody for nobody. It's definitely not what I want to see on the HN front page, but I guess if people get a kick out of it then you do you.

Won't comment on the writing other than that the punchlines do feel a bit pretentious in an AI kinda way. I've seen the author's blog posts and I much prefer their natural writing to this essay-style output, but to each their own.

However the language of ChatGPT is still the same slop as years ago, so many headings, so many emojis, so many "the important thing nobody mentions". 10 paragraphs of text for what should be a two paragraph response. Even with custom instructions (keep answers short and succinct) and using their settings (less list, less emoji, less fluff) it's still NOTICEABLY worse than Claude on base settings.

I've yet to test Codex, will get to that this weekend, but in terms of research or general Q&A I have no idea how anyone could prefer this to Claude. Unfortunately Claude has seemingly stopped giving a fuck about researching entirely.

That said, until models produce verifiably correct work (which is a difficult, if not impossible, bar to clear), I sorta doubt it. Not because humans intrinsically produce better or smarter work (arguably, many humans across many domains already don't vs current models), but because office politics and pushing blame around are a delicate game in corporations.

It's one thing for a product lead to make wild promises and then shift blame to the black box developer team (and vice versa shift blame to the customers when talking to the devs) but once you are the only dude operating the slot machine product generator 5000 the dynamic will noticeably shift, and someone will want someone to be responsible if another DB admin key leaks in production. This sorta diffuses itself when you have 3 layers of organization below you, but again, doesn't really work with a black box code generator.

Imo this is the premium I pay right now to just not have to worry about this. The project where I burned 50$ in a day was using superpowers plugin (A set of skills that makes Claude meticulously plan out design and implementation, interview for details, use subagents for subtasks and review them independently, etc.) - it burns tokens like crazy, but it has super good results for me for custom software tools for myself.

I would probably change my approach if I a) was creating software for customers where I had to actually worry about the implementation details or b) if I was forced to switch to API and couldn't just throw Opus at a 28-task plan for an hour. But this works for me right now so meh. I feel like I'm in some rare Goldilocks zone where Anthropic is not super ripping me off (I use CC quite heavily and generate real value for myself) but I also don't go crazy if I go 2 days without building the next SaaS startup.

I deffo get more perceived value out of it than the 100$ I pay. Could I get MORE value with the same 100$? imo only through OpenAI (no harness lock in and more lenient limits), but I deeply dislike the way their company is evolving. Admittedly, recent launches from Anthropic like managed agents and Mythos Preview don't make me very hopeful the individual developer pricing is here to stay, but I'll use what I can get while I can get it.

Could I get my required value with less than 100$? Mayyybe I could get by with like, three Anthropic 20$ plans? or 2x20$ and an OAI 20$? but this is so min-maxy that I just don't really want to bother. Pay by token would kill my workflow instantly. I'd have to add so many steps for model selection alone. I'll cross that bridge when Anthropic cuts me off.

I agree though most people on the $200 plans are either just not using them or in some deep AI psychosis. I'd like to exclude myself from these groups, but the pipeline to AI psychosis seems very wishy washy to begin with (the thread the other day about iTunes charts being AI dominated had a surprising amount of people defending AI music, imo).

If anything I would consider switching to OpenAI subscription (if I didn't despise them even more than Anthropic as a company), but converting to API use seems completely infeasible to me. I'd have to severely cut back on my use for not much benefit, other than having maybe an agent thats a little less jank than CC.

2. There's a difference between technical documentation, which AI can be quite decent at, and product marketing. A README is usually about 20/80, maybe 50/50 for large FOSS projects. You can have the AI write the sections on how to install the thing for all I care, but as soon as AI is telling me why I should use it, you've lost me. Signals a complete lack of interest in your own product.

Why do you expect a potential userbase to care to read something you didn't even care to write?

Seems a bit disrespectful to me.

I did the same thing and created a skill for summarizing a troubleshooting conversation. It works decently, as long as my own input in the troubleshooting is minimal. i.e. dangerously-skip-permissions. As soon as I need to take manual steps or especially if the conversation is in Desktop/Web, it will very quickly degrade and just assume steps I've taken (e.g. if it gave me two options to fix something, and I come back saying it's fixed, it will in the summary just kind of randomly decide a solution). It also generally doesn't consider the previous state of the system (e.g. what was already installed/configured/setup) when writing such a summary, which maybe makes it reusable for me, somewhat, but certainly not for others.

Now you could say, "these are all things you can prompt away", and, I mean, to an extent, probably. But once you're talking about taking something like this online, you're not working with the top 1% proompters. The average claude session is not the diligent little worker bee you'd want it to be. These models are still, at their core, chaos goblins. I think Moltbook showed that quite clearly.

I think having your model consider someone else's "fix" to your problem as a primary source is bad. Period. Maybe it won't be bad in 3 generations when models can distinguish noise and nonsense from useful information, but they really can't right now.

People in general seem super obsessed with AI context, bordering on psychosis. Even setting aside obvious examples like Gas Town or OpenClaw or that tweet I saw the other day of someone putting their agents in scrum meetings (lol?), this is exactly the kind of vague LLM "half-truth" documentation that will cascade into errors down the line. In my experience, AI works best when the ONLY thing it has access to is GROUND TRUTH HUMAN VERIFIED documentation (and a bunch of shell tools obviously).

Nevertheless it'll be interesting to see how this turns out, prompt injection vectors and all. Hope this doesn't have an admin API key in the frontend like Moltbook.

It reminds me that I don't really like Anthropic as a company, I just like Claude as a model a lot. It just feels more capable and personable than the others. I wonder if / when OpenAI et al. will be able to replicate it.

For now, I basically have no choice but to use the walled garden but I do hope Anthropic is not completely compromising their core mission of actually making the model better rather than following these public bandwagons.

Then again most of these probably take them like a day to develop through a junior dev talking to Claude Opus 5 or some shit lol (and to be fair, it shows). I don't know.

Then there's people who are "well intentioned", I guess, but lack the technical knowledge. A friend of a friend with no technical background is selling websites to companies that he writes with Claude. They look shiny, everyone's happy in the short run, but I don't doubt issues will come up down the line that someone will have to be responsible for. I'd personally feel like I was ripping people off doing this, but I think also Dunning-Kruger prevents you from knowing any better if you are the type of person doing this.

Then there's the whole B2B SaaS gang that are basically just producing vaporware and telling other people how to produce more vaporware. This is no different from crypto, NFTs etc. before it really. Just people trying to hustle others.

And then there's the whole clawdbot gang probably burning more in tokens everyday than normal people use in a month so they can sort 18 e-mails.

So yeah I mean you're right, there certainly is a subset of people who are using this ethically (as ethically as you can use LLMs but that's another story) to make some money on the side. Certainly not the majority though I'd say.

True in the current state of LLMs, possibly not true forever if someone finds the magic bullet that turns the one-shotting (reliable) software dream that companies like Anthropic and Perplexity currently peddle into reality. Seems far-fetched ATM but the gains since GPT-2 have been very real.

We're quite a ways away from this though, even with Opus 4.6 and the like. And even further from it being part of Claude Code rather than some proprietary $1000/mo. closed-source solution.

As you say though, _if_ such a technology were to exist, it's Anthropic that holds all the cards, not random entrepreneur #25721 who is asking the Anthropic API the same thing that the actual customer could just be asking directly. At that point you're an undesirable middleman, not a business.

Is this a bot post?

Having their slop written out in plain English really shows you how vain it all is.

"I live hand to mouth, zero savings. If I use AI smarter, it may help me craft solutions to that cycle."

"Relaxing while my AI gets the work done, builds the wealth. It’s a shadow of me, just a very, very long one."

etc. I do believe AI currently accelerates businesses, especially in software dev. We work with a contractor who use Claude Code to reach incredible development pace for the size of their team, but also when we sit down with them in meetings they understand what's being created, they are able to argue their architectural choices, and they know how to propose business value.

You can't just buy a Claude subscription and have magically solve your problems. The thing is, as soon as Claude can do this without a business savvy human in the loop, then a) everyone can do it, so you won't actually have any value to propose, and b) Once the AI can run businesses without humans in the loop, you can bet your ass they will not out of the goodness of their hearts keep giving that ability away for $20.

In summary, AI if used to accelerate businesses _CAN_ be good. Buying it as a magic bullet to bring you out of poverty is probably a worse choice than just buying a lottery ticket.

What makes me angry, is to use the feelings we associate with this process and disingenuously pretend that there is a human that wants to tell me something, just for it to be generated drivel.

Don't get me wrong, I don't mind reading AI content, but it should read like this: "Our AI agent 'hacked' (found unexposed API endpoints) x or y company, we asked it to summarize and here's what it said:" - now I know I am about to read generated content, and I can decide myself if I want to engage with it or not. Do you ever notice how nobody that uses AI writing does this? If using AI to produce creative media, including art, music, videos, and writing, is so innocuous, why do all the "AI creatives" so desperately want to hide it from you? Because they don't want you to know that it's generated. Their literal goal is to pretend to have a deeper understanding, a better outlook, on a given topic, than they actually have. I think it is sad for them to feel the need to do this, and sad for me to have to use my limited lifespan discerning it. That is why I am angry.

Anyway, there's no need to "closely parse each sentence construction" at all to identify this post is fully AI generated. It's about as clear as they come. If you have trouble identifying that, well, in the short term you're probably at a disadvantage. In the long term, if AI does ever become able to fully mimic human expression, it won't matter anyway, I guess.

ps: FWIW, I agree with you that of all places, some random AI company with an AI generated website reporting on their AI pentesting with AI is the least surprising thing - the entire company is slop, and it's very easy to see that. My initial post was more of a projection at the dozens of posts I've read from personal blogs in recent weeks where I had to carefully decide if someone's writing that they publish under their own name actually contains original thought or not.