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eggbrain

Re:We have no moat, and neither does open source on Tuesday October 13, 2026 @11:38AM (#50073429)
This is fair -- my title was a play on Google's "We have no moat, and neither does Open AI" (see: https://newsletter.semianalysis.com/p/google-we-have-no-moat...), but moat gets a bit muddied when we are talking about open source.

In this sense, I applied the "moat" more to mean "best at what it does / what the library tries to accomplish".

Re:Everyone's Packing Up on Friday October 02, 2026 @05:37PM (#49938905)
Everyone says they are packing up. But most of the people I’ve seen complain either are still on the site they complain about, or left briefly just to realize that other sites aren’t any better and came back.
Re:The AI Race Just Got Awkward on Wednesday September 30, 2026 @12:53PM (#49911424)
Right now you are right -- even if I ran my local LLM all day, the quality is not nearly as great, and it runs slowly -- so I use the tier one AI subscription services as they are faster and smarter. But that might only be true for a limited amount of time, and a limited number of circumstances.

To borrow your steam engine analogy, if local LLMs get as good as a Toyota Prius, even if OpenAI / Anthropic offer Ferraris, most people will be happy with their Prius as their daily driver.

Similarly, if the big labs start raising prices or cutting usage, you won't be able to use it as much as you want -- whereas a local LLM will run all day every day without costing you any extra money.

So right now you are right, but who knows how long that will last.

Re:The AI Race Just Got Awkward on Wednesday September 30, 2026 @12:14PM (#49910829)
Performance optimizations don't just help the western labs, they also help with running more powerful/useful LLMs locally.

If local LLMs get "good" enough, people will soon paying for subscriptions to ChatGPT and Claude, which hurts their revenue.

Re:Screen Lane on Wednesday September 23, 2026 @03:31PM (#49821295)
I can imagine the attention economy sinking, but I struggle to believe that we as a species won't replace it with something potentially worse.

E.g. before the internet there was TV, and advertisers have filled up that space for decades -- before that magazines and newspapers did the same. At this point, can humans believe that they are not being farmed for their eyes?

That being said, I do think the internet potentially becomes basically plumbing -- something that we don't really touch (as our AI agents or whatever comes next are the ones that absorb the content there).

Re:Will Open Source Survive the Agents That Replaced It? on Tuesday September 22, 2026 @09:19AM (#49800828)
This is the biggest opportunity in open source I've seen in my lifetime. I bet you in three years we'll have more and better open source libraries than ever before.

For example, a few months ago I was looking to build a license detection tool, and within a few weeks with the help of Claude built a tool that was 20x better than the best open source one I found (I also open sourced mine as well: https://github.com/licensedetector/cli).

The biggest problem will be navigating through the glut of libraries that have been written in my mind -- 100 tools for the same use case, all with < 100 stars will make it hard to decide between. Also, if the user didn't write them thinking about anything other than their own use cases when releasing their library, the standard response will probably be for the agent or programmer to recreate the wheel yet again, only for their specific use case, making it now 101 tools for the same use case.

Re:Dream-RSI: Recursive Self-Improvement through Evolving Worlds on Wednesday September 16, 2026 @01:45PM (#49730477)
In the paper (section 5.1), they actually tried to abstract high level directional insights into the prompt in order to see if that helped, and they basically found it underperformed a prompt that didn't have those insights at all, implying that directional guidance perhaps over-constrains things.
Re:Dream-RSI: Recursive Self-Improvement through Evolving Worlds on Wednesday September 16, 2026 @12:35PM (#49729522)
Perhaps I'm not understanding it correctly, but here's my take on what the paper is doing.

Imagine you have a problem you want to solve (let's say, identify an OCR'd handwritten character, e.g. the MNIST Dataset). You tell 3 agents "Hey, each of you take a stab at getting really good at recognizing characters from this dataset. You can take 10 refinement steps to continue to improve ". You can't give each agent unlimited steps of course, because you have a finite amount of compute.

So each agent goes off, and by the end, Agent 1 got to 90% accuracy, Agent 2 got to 80% accuracy, and Agent 3 got to 89% accuracy. Agent 1 wins, of course.

But then you look at the refinement steps, and after 2 steps, Agent 1 was _already at_ 90% accuracy. So the agent spent the next 8 steps basically not moving at all. Agent 3 on the other hand, perhaps was continuously climbing in accuracy at every refinement step, but hit step 10 and had to stop.

Now because you recorded every step from every agent, you know what you'd do differently next time -- you'd not allocate as many steps to Agent 1, and give Agent 3 more steps, because perhaps that might result in Agent 3 coming up with a better answer.

From my understanding, that's what they built in the form of a "search" controller -- a way to evaluate automatically and reapply how you could allocate resources more effectively, when applied to a new problem.

But I guess my misunderstanding is how applicable the search controller is when applied to new problems -- just because one pathway stalled early for one problem, doesn't mean it would work for another?

Show HN: License Detector – the fastest, most accurate license detection tool

https://github.com/licensedetector/cli

Years ago when I worked for Shogun, I was handed a compliance task: gather up all the LICENSE files from our codebase, so we could make sure all our products were legally compliant. It was not as easy as it sounded -- I had to use multiple different command line tools, merge all the results from the disparate tools together, and then manually verify that the data was correct. I made a mental...

( Read More... | no comments | 4 points | on HN )
Re:I Just Want to Search on Friday August 21, 2026 @01:45PM (#49391546)
I've stopped waiting for sites to do what I want in terms of features and functionality -- their incentives and mine very rarely align.

I think the solution here eventually will be a search engine that lives on your personal computer (it's also what I'm building currently). Ingest content from the web -> sort/filter/view it locally as you choose.

Note -- if you do this, watch out for requesting access to "all tlds". They send you two emails per TLD -- one for your pending state, and one for your approved/rejected state. I suddenly had 1k+ emails flooding into my inbox, until I found the setting on their website to disable emails.
This is actually where I see software going in the short term -- cloud moving to local.

A few years ago, if you wanted translation, you'd use Google Translate. If you wanted to search the web, you'd use Google search.

But for a few gigabytes, you can now install nllb-200-distilled-600M, and get translations for almost any language locally. You can have your computer crawl the web, create abstracts and categorizations for websites, and build search exactly as you want it.

The main limiter now is hard drive space (and to an extent, local compute) -- but right now it feels like the 70s again where the terminal into a remote server turned into building applications locally.

You may need to select a smaller model, but an M4 with 16GB ram should work!
Re:It doesn't matter whether "Matz is nice" on Wednesday July 29, 2026 @11:20AM (#49098685)
DHH was not the point of my comment (in fact, I said if the author had focused on him they'd have more of a point), so this unfortunately feels needlessly attackative.
Re:It doesn't matter whether "Matz is nice" on Wednesday July 29, 2026 @11:06AM (#49098520)
This post does not feel like it was made in good faith. The general premise ends up being:

- Matz is nice -> DHH / Tobias are "not nice" -> Ruby is doomed (because of two not nice people, also perhaps because of AI)

I think if they had focused perhaps on DHH (DHH's writings have been very polarizing), and also dropped the AI bit at the end, they might have had a stronger point, but Tobias ends up being judged guilty by the author almost purely through association:

> [...] Lütke doesn’t say anything nearly as incendiary as DHH, but the actions of the company he controls tell their own story, and his posts on X, the Everything App, document his turn to the right, along with all the crypto and AI stuff you’d expect to go along with it.

The author ends with a hope that a fork of rails will happen, quoting a user on mastodon:

> [...] we're building a community to execute a bigotry-free #Rails fork [...]

Here's my issue: let's imagine the author gets exactly what they want. Rails is forked, the fork becomes more used than rails, the community is saved!

The problem is that this forked code now becomes two things: a product of software (what it was before), and a product of ideology.

When a piece of software now also represents an ideology, people that want to contribute (but are not coders) end up contributing to the ideology instead. E.g. in this case, they'll try to help define what constitutes a bigot, find potential bigots in the community to root them out, things of that nature. When the "easy" bigots are found and removed, the work does not stop -- the definition of what is a bigot changes, and new bigots are found.

To be clear, the above happens regardless of ideology -- it's just human nature (See: Levari et al., Science, 2018). For example, many people on Reddit who claimed it had gotten too left-wing/right wing tried to create their own social media platform, only to realize that targeting an ideology as their main differentiator ended up eventually only attracting the people who are so deep in that ideology that it pushed away anyone casual.

Show HN: Writekin – fine-tune a local LLM on your own writing, on your Mac

https://github.com/scouttyg/writekin

Hey Hacker News!I built Writekin over the past week because I was tired of AI writing that didn't sound like me, even though I had just used AI to clean it up, rather than wholesale write it.The usual fixes I found online for this were:- Some sort of SKILL.md, or- A system prompt full of rules to strip the generic AI tells (e.g. no em-dashes, none of the stock phrases, varying the sentence...

( Read More... | 3 comments | 2 points | on HN )
Re:Advertise in ChatGPT on Tuesday July 21, 2026 @10:53PM (#49001254)
About the same thing I saw. I kept having to increase my bid every day, and even at $4 CPC basically saw nothing converting.

As you said, it's also really hard to get visibility: metrics are poor, and targeting seems more like a whim/suggestion than anything else (their label for context hints basically tells you they only _might_ take your guidance on who they will show your ad to).

Audiences consists of hashed emails or phone numbers -- no targeting demographics, job titles, etc.

Overall it's just not there yet -- I paused my ads today.

Re:98% Isn't Much on Tuesday July 07, 2026 @11:34AM (#48819270)
> Can you imagine a venue refusing entry to former clients 2% of the time just because they’ve “improved their experience”?

On the flipside, if a client enters enough venues that refuse entry to them because of something the client can fix on their end, eventually the client will probably change themselves -- "If you meet one asshole during your day" and all that.

To bring the analogy back to browsers, if a website works fine for a client, they'll have no pressure to change anything on their end -- why upgrade from Windows XP when the site looks fine in IE6? Eventually the client is forced to upgrade -- normally by their operating system. That works, but what if the operating system adds another 2 years to their end of life -- do you just hang on and hope the shim / hacks you added hold?

Gauntlet AI I believe is correlated originally with Lambda School (YC S17). YC founders I believe are able to post job postings on Hacker News, although this might stretch the definition a bit...
Re:The Future of Email on Friday June 12, 2026 @09:21AM (#48503781)
I feel we need a "proof of work by human" for emails. Something that could be signed that attests that someone took the time to write the email, not just sent a template / used AI to auto-generate a personal looking email, etc. Sure that could be gamed as well (have an AI write characters one by one to look more human-like), but taking more time usually is a fairly good blocker for spammers / salespersons / etc.
Re:Claude Fable 5 on Tuesday June 09, 2026 @01:08PM (#48463982)
For those of us on subscription plans:

* From today through June 22, Fable 5 is included on Pro, Max, Team, and seat-based Enterprise plans at no extra cost.

* On June 23, we’ll remove Fable 5 from those plans. Using it after that will require usage credits. If capacity allows, we’ll extend the included window.

* After this point—when sufficient capacity allows us to do so—we aim to restore Fable 5 as a standard part of subscription plans. We intend to do this as quickly as we can.

The "offer, then remove" aspect is a bit eyebrow-raising -- it feels like they are trying to get subscribers to switch to usage-based billing, which makes me wonder if we'll ever get it after that June 22nd window.

> [...] People do not realise how much of a toll it takes on you if you actually care about the environment, exploited workers, theft from the people who can least afford it, the impact on people's cognitive skills, the centralisation of power, the spread of disinformation, the ruination of the web and/or the destruction of entire career paths (not billionaire of course, that's always a safe one), and not endorsing (either distinctly or tacitly by using) AI.

I believe people do understand the toll caring about something deeply takes -- but caring about all these things at once, many which you personally can't control, feels more like atlas syndrome or compassion fatigue by the author.

I also find the author a bit all-or-nothing in general. Losing friends because they use AI? Why does the dichotomy have to be so black and white? Can people have moral quandaries about AI while still using it, or does the moral stance always have to be absolute?

> [...] With organized criminals, you can't actually see what the abuse is 'worth' to them.

Even without collecting events, you can calculate what the abuse is worth to you, even if the math ends up being fuzzier.

At the small platform operator level (one guy running a platform, as this article), the cost can be as simple as "this pisses me off and I have weekends." They can burn forty hours bolting on JA4 fingerprinting and a disposable-email blocklist to stop an abuser whose dollar-EV to them was roughly zero. Looks irrational, and that's exactly the deterrent — abuse pricing assumes a rational counterpart, and a guy who'll overspend his own life-hours out of stubbornness is unpriceable.

At any scale larger than a small operator, you also do get real numbers -- you can't perfectly price reputation, but you can price traffic and ad conversions, operational costs, LTV of customers (and conversion funnel metrics) etc, all of which don't stay still while abuse increases.

> [...] That's why it's worth collecting events before acting: what the account is about, which IP network they use, whether they fake devices, whether there's any warmup prior to registration. Because that's what helps estimate whether your mitigation will actually work, and lets you respond in a balanced manner instead of under- or over-reacting.

Isn't this just a way to estimate exactly how much the 'abuse' is worth to the abusers?

To the end platform, what's the difference? Mitigation techniques largely remain the same, in that you make it more time / energy / money than what the end result of their abuse is worth. The platform cares about stopping the abuse -- not neccesarily correctly identifying whether the people abusing their platform are small shop "bot farms" vs organized crime.
There will always be a subset of users whose goal is to not use your service, but to arbitrage your service into the maximum value for themselves.

For example -- let's say you offer $100 in free AWS credits by signing up to your platform. Expect a malicious user to eventually come to your platform, realize they can resell those $100 in credits for $50, and start using your platform for their own gain. Unless the mechanisms you add in place to reduce fraud / second sign ups / etc is greater than the value that they are receiving ($50), they will continue.

With sites where the platform is free, the math almost always makes sense for these malicious users to eventually abuse. In this case it was leveraging the email reputation of another domain at no cost to their own (along with the added value of anyone getting phished), but on other sites it's public profiles being used for backlinks / spam, etc.

Re:Please Use AI on Friday May 29, 2026 @12:11PM (#48325171)
The value of human interaction cannot be overstated -- and the writer did a beautiful job outlining how AI isolates us. But there are also hidden difficulties in human interaction that AI helps ameliorate.

- My doctor friend does not wanting me pinging them asking for free medical advice every time I get health anxiety

- My chef friend does not want me calling them every time I'm struggling with a recipe

- My author friend does not want to read the 20th draft of my book, in which I've changed perhaps 10% of the content from the last draft

In these, the cost is a tax on the relationship -- relying on someone else too much to the point where it could potentially be impacting _their_ life.

Similarly, there are enough communities out there that are not accommodating -- even if I wanted to get a human answer and/or connect with someone, the interactions themselves can be painful. Do we remember what it was like posting on Stack Overflow? Do we believe Stack Overflow was a one-off outlier?

I also believe human imagination and knowledge shouldn't be bound to the relationships you have around you. What if my social group is small, or diversity of knowledge that my social group has is small? Should I not be able to think and explore an idea because my best alternative would be to contact a professor at a university that 99% of the time will not answer me?

I do believe that many people use AI now instead of learning and connecting -- I know my own programmatic knowledge has weakened now that AI has acted as a superhuman autocorrect. But on the other hand, with the help of AI I've also learned about a ton of things that would have otherwise been unavailable to me -- and I believe has improved me on the whole.

Re:Ask HN: How to Deal with "File Naming Problem"? on Friday May 15, 2026 @11:26AM (#48149902)
Normally, I separate the download filename (what the server / person chose to call the file) from my own organization system file name.

So if I download or get sent "Book.pdf", I'll rename it to how I'll remember it -- "Book Title - Author.pdf", etc.

That being said, I don't think there's any right answer here, it's usually just a matter of time and energy. If I had to enrich every single file I download with a great title / detailed metadata / etc that I'd need to find that file later, that's all I'd do all day.

> Stripe (their payment process) will handle adult content payments. It puts the account into the high risk category due to the high rate of fraud in those categories.

Stripe _says_ they will handle these type of payments, but more often than not, within roughly a year of implementation you'll get an email from them kicking you off their platform, no matter how vigilant you were, or even if the things you were selling were more rated R than rated X. Source: my own insider knowledge along with colleagues in the space.

Re:Ask HN: What are you working on? (May 2026) on Monday May 11, 2026 @02:35PM (#48098861)
Lately I've been building Aho (https://aho.com) -- an API for verifying age, credentials, and identity using cryptographic proof from digital wallets instead of document inspection.

For context, I built out Playboy's age verification system, and watched as it hurt conversion (nobody wants to upload an ID to an adult website, who would have thought!). Cryptographic signatures from issuing authorities (DMVs, universities, employers, etc) with selective disclosure (e.g. you don't need to upload your full ID, just the fields that matter) is how verification _has_ to work going forward -- AI can fake documents, but not private keys.

I've been working on this 6 months full time, and implemented all the W3C VC, OpenID4VCI/VP, SD-JWT specifications myself.

Would love to get people's thoughts on it!

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