Cursor's latest “browser experiment” implied success without evidence
Related: Scaling long-running autonomous coding - https://news.ycombinator.com/item?id=46624541 - Jan 2026 (174 comments)
440 points by embedding-shape - 181 commentsRelated: Scaling long-running autonomous coding - https://news.ycombinator.com/item?id=46624541 - Jan 2026 (174 comments)
440 points by embedding-shape - 181 comments
https://news.ycombinator.com/item?id=46649046
- JustHTML [1], which in practice [2] is a port of html5ever [3] to Python.
- justjshtml, which is a port of JustHTML to JavaScript :D [4].
- MiniJinja [5] was recently ported to Go [6].
All three projects have one thing in common: comprehensive test suites which were used to guardrail and guide AI.
References:
1. https://github.com/EmilStenstrom/justhtml
2. https://friendlybit.com/python/writing-justhtml-with-coding-...
3. https://github.com/servo/html5ever
4. https://simonwillison.net/2025/Dec/15/porting-justhtml/
5. https://github.com/mitsuhiko/minijinja
6. https://lucumr.pocoo.org/2026/1/14/minijinja-go-port/
See https://felix.dognebula.com/art/html-parsers-in-portland.htm...
Same user did a similar thing by creating an AWK interpreter written in Go using LLMs: https://github.com/kolkov/uawk -- as the creator of (I think?) the only AWK interpreter written in Go (https://github.com/benhoyt/goawk), I was curious. It turns out that if there's only one item in the training data (GoAWK), AI likes to copy and paste freely from the original. But again, it's poorly tested and poorly benchmarked.
I just don't see how one can get quality like this, without being realistic about code review, testing, and benchmarking.
I went through the motions. There are various points in the repo history where compilation is possible, but it's obscure. They got it to compile and operate prior to the article, but several of the PRs since that point broke everything, and this guy went through the effort of fixing it. I'm pretty sure you can just identify the last working commit and pull the version from there, but working out when looks like a big pain in the butt for a proof of concept.
I went through the last 100 commits (https://news.ycombinator.com/item?id=46647037) and nothing there was working (yet/since). Seems now after a developer corrected something it managed to pass `cargo check` without errors, since commit 526e0846151b47cc9f4fcedcc1aeee3cca5792c1 (Jan 16 02:15:02 2026 -0800)
Sorry, I should have taken notes, lol. At any rate, it was so much digging around I just gave up, I didn't want to invest more effort into it. I figured they'd get a stable version for others to try and I'd return to it at some point.
I was seeing screenshots and actually getting scared for my job for a second.
It’s broken and there’s no browser engine? Cursor should be tarred and feathered.
CEO stated "We built a browser with GPT-5.2 in Cursor"
instead of
"by dividing agents into planners and workers we managed to get them busy for weeks creating thousands of commits to the main branch, resolving merge conflicts along the way. The repo is 1M+ lines of code but the code does not work (yet)"
[0] https://cursor.com/blog/scaling-agents
[1] https://x.com/kimmonismus/status/2011776630440558799
[2] https://x.com/mntruell/status/2011562190286045552
[3]https://www.reddit.com/r/singularity/comments/1qd541a/ceo_of...
If you view the PRs, they bundle multiple fixes together, at least according to the commit messages. The next hurdle will be to guardrail agents so that they only implement one task and don't cheat by modifying the CI piepeline
True, but it is shocking how often claude suggests just disabling or removing tests.
Latest example is when I recently vibe coded a little Python MQTT client for a UPS connected to a spare Raspberry Pi to use with Home Assistant, and with a just few turns back and forth I got this extremely cool bespoke tool and felt really fun.
So I spent a while customizing how the data displayed on my Home Assistant dashboard and noticed every single data point was unchanging. It took a while to realize because the available data points wouldn’t be expected to change a whole lot on a fully charged UPS but the voltage and current staying at the exact same value to a decimal place for three hours raised my suspicions.
After reading the code I discovered it had just used one of the sample command line outputs from the UPS tool I gave it to write the CLI parsing logic. When an exception occurred in the parser function it instead returned the sample data so the MQTT portion of the script could still “work”.
Tbf Claude did eventually get it over the finish line once I clarified that yes, using real data from the actual UPS was in fact an important requirement for me in a real time UPS monitoring dashboard…
"Fix the tests." This was interpreted literally, and assert status == 200 got changed to assert status == 500 in several locations. Some tests required more complex edits to make them "pass."
Inquiries about the tests went unanswered. Eventually the 2000 lines of slop was closed without merging.
Arguably, Claude is simply successfully channeling what the developers who wrote the bulk of its training data would do. We've already seen how bad behavior injected into LLMs in one domain causes bad behavior in other domains, so I don't find this particularly shocking.
The next frontier in LLMs has to be distinguishing good training data from bad training data. The companies have to do this, even if only in self defense against the new onslaught of AI-generated slop, and against deliberate LLM poisoning.
If the models become better at critically distinguishing good from bad inputs, particularly if they can learn to treat bad inputs as examples of what not to do, I would expect one benefit of this is that the increased ability of the models to write working code will then greatly increase the willingness of the models to do so, rather than to simply disable failing tests.
There are a lot of really bad human developers out there, too.
So you flubbed managing a project and are now blaming your employees. Classy.
>"To test this system, we pointed it at an ambitious goal: building a web browser from scratch."
and then near the end, they say:
>"Hundreds of agents can work together on a single codebase for weeks, making real progress on ambitious projects."
This means they only make progress toward it, but do not "build a web browser from scratch".
If you're curious, the State of Utopia (will be available at https://stateofutopia.com ) did build a web browser from scratch, though it used several packages for the networking portion of it.
See my other comments and posts for links.
But apparently "some pages take a literal minute to load"
Seems like "I had to do the last mile myself", not "autonomous coding" which was Cursor's claim here.
Edit: As mentioned, I ran `cargo check` on all the last 100 commits, and seems every single of them failed in some way: https://gist.github.com/embedding-shapes/f5d096dd10be44ff82b...
> Sometime fishy is happening in their `git log`, it doesn't seem like it was the agents who "autonomously" actually made things compile in the end. Notice the git username and email addresses switching around, even a commit made inside a EC2 instance managed to get in there: https://gist.github.com/embedding-shapes/d09225180ea3236f180...
Gonna need to look closer into it when I have time, but seems they manually patched it up in the end, so the original claim still doesn't stand :/
I think they know they're on the backfoot at the moment. Cursor was hot news for a long time but now it seems terminal based agents are the hot commodity and I rarely see cursor mentioned. Sure they already have enterprise contracts signed but even at my company we're about to swap from a contract with cursor to Claude code because everyone wants to use that instead now - especially since it doesn't tie you to one editor.
So I think they're really trying to get "something" out there that sticks and puts them in the limelight. Long context/sessions are one of the hot things especially with Ralph being the hot topic so this lines up with that.
Also I know cursor has its own cli but I rarely see mention of it.
Diminishing returns are starting to really set in and companies are desperate for any illusion to the contrary.
Its just a reminder not to trust, instead verify. Its more expensive, but trust only leads to pain.
Don’t give them, or anyone, a free pass for bad behavior.
https://github.com/wilson-anysphere/formula
The Actions overview is impressive: There have been 160,469 workflow runs, of which 247 succeeded. The reason the workflows are failing is because they have exceeded their spending limit. Of course, the agents couldn't care less.
I couldn’t make it render the apple page that was on the Cursor promo. Maybe they’ve used some other build.
Sometime fishy is happening in their `git log`, it doesn't seem like it was the agents who "autonomously" actually made things compile in the end. Notice the git username and email addresses switching around, even some commits made inside a EC2 instance managed to get in there: https://gist.github.com/embedding-shapes/d09225180ea3236f180...
> It's 3M+ lines of code across thousands of files. The rendering engine is from-scratch in Rust with HTML parsing, CSS cascade, layout, text shaping, paint, and a custom JS VM.
"From scratch" sounds very impressive. "custom JS VM" is as well. So let's take a look at the dependencies [1], where we find
- html5ever
- cssparser
- rquickjs
That's just servo [2], a Rust based browser initially built by Mozilla (and now maintained by Igalia [3]) but with extra steps. So this supposed "from scratch" browser is just calling out to code written by humans. And after all that it doesn't even compile! It's just plain slop.
[1] - https://github.com/wilsonzlin/fastrender/blob/main/Cargo.tom...
[2] - https://github.com/servo/servo
[3] - https://blogs.igalia.com/mrego/servo-2025-stats/
I guess the answer is that most people will see the claim, read a couple of comments about "how AI can now write browsers, and probably anything else" from people who are happy to take anything at face value if it supports their view (or business) and move on without seeing any of the later comotion. This happens all the time with the news. No one bothers to check later if claims were true, they may live their whole lives believing things that later got disproved.
The default assumption should be that this is a moderately bright, very inexperienced person who has been put way out over his skis.
Programmers were not the target audience for this announcement. I don’t 100% know who was, but you can kind of guess that it was a mix of: VC types for funding, other CEOs for clout, AI influencers to hype Cursor.
Over-hyping a broken demo for funding is a tale as old as time.
That there’s a bit of a fuck-you to us pleb programmers is probably a bonus.
Bullshitting and fleecing investors is a skill that needs to be nurtured and perfected over the years.
I wonder how long this can go on.
Who is the dumb money here? Are VCs fleecing "stupid" pension funds until they go under?
Or is it symptom of a larger grifting economy in the US where even the president sells vaporware, and people are just emulating him trying to get a piece of the cake?
- Servo's HTML parser
- Servo's CSS parser
- QuickJS for JS
- selectors for CSS selector matching
- resvg for SVG rendering
- egui, wgpu, and tiny-skia for rendering
- tungstenite for WebSocket support
And all of that has 3M of lines!
It's also using weirdly old versions of some dependencies (e.g. wgpu 0.17 from June 2023 when the latest is 28 released in Decemeber 2025)
Maybe LLemgineers? Slopgrammers?
Would be interesting if someone who has managed to run it tries it on some actually complicated text layout edge cases (like RTL breaking that splits a ligature necessitating re-shaping, also add some right-padding in there to spice things up).
[1] https://github.com/wilsonzlin/fastrender/blob/main/src/layou...
[2] https://github.com/wilsonzlin/fastrender/blob/main/src/layou...
[3] Neither being the right place for defining a struct that should go into computed style imo.
The older block/inline layout modes seem to be custom code that looks to me similar but not exactly the same as Servo code. But I haven't compared this closely.
I would note that the AI does not seem to have matched either Servo or Blitz in terms of layout: both can layout Google.com better than the posted screenshot.
We at least it's not outright ripping them off like it usually does.
https://news.ycombinator.com/item?id=46650998
I doubt even they checked, given they say they just let the agents run autonomously.
Humans who are bad and also bad at coding have predictable, comprehensible, failure modes. They don’t spontaneously sabotage their career and your project because Lord Markov twitched one of its many tails. They also lie for comprehensible reasons with attempts at logical manipulations of fact. They don’t spontaneously lie claiming not to having a nose, apologize for lying and promise to never do it again, then swear they have no nose in the next breath while maintaining eye contact.
Semi-autonomous to autonomous is a doozy of a step.
I wouldn't particularly care what code the agents copied, the bigger indictment is the code doesn't work.
So really, they failed to meet the bar of "download and build Chromium" and there's no point to talk about the code at all.
About an hour later, we got a call from the vet - they'd misread the scan, and Sonic was gonna be fine. I think I was traumatized at the time, but the whole thing later became an inside joke (?) for my family - "Don't kill your porcupine before the vet calls" (a la "Don't count your chickens before they hatch").
I guess my point, as it pertains to Cursor, its AI offerings, and other corporations in the space is that we shouldn't jump the gun before a reasonable framework exists to evaluate such open-ended technologies. Of course Cursor reported this as a success, the incentive structure demands they do so. So remember - don't kill your porcupine before the vet calls.
A reasonable framework does exist. Since the claim is “we made a web browser from scratch” the framework is:
1. Does it actually f*** work?
2. Is it actually from scratch?
It fails on both counts. Further, even when compiled successfully, as others have pointed out, it takes more than a minute to load some pages which is a fail for #1.
OpenAIs business-model floundering, degenerating inline to ads soon (lol), shows what can be done with infini-LLM, infini-capital, and all the smarts & connections on Earth… broadly speaking, I think the geniuses at Google who invented a lot of this shizz understand it and were leveraging it appropriately before ChatGPT blew up.
There’s a huge difference between using LLMs to offload any hard work and for LLMs to be of some assistance while you are in control and take ownership of the output.
Unfortunately, the general public probably didn’t try a git clone and cargo build, and took the article at face value.
What Cursor did with their blogpost seems intentionally and outright misleading, since I'm not able to even run the thing. With Codex/Claude Codex it's relatively easy to download it and run it to try for yourself.
Reminds me of SAAP/Salesforce.
You think you can just fire up Ableton, Cubase or whatever and make as great music as a artist who done that for a long time? No, it requires practice and understanding. Every tool works like this, some different difficulties, some different skill levels, but all of them have it in some way.
(I grant that you're speaking from your experience, about different tools, two replies up, but this claims is just paper-rock-scissorable through these various AI tools. "Oh, this tool's authors are just hype, but this tool works totes-mc-oates…". Fool me once, and all.)
Codex was sold to me as a tool that can help me do program. I tried it, evaluated it, found it helpful, continued using it. Based on my experience, it definitively helps with some tasks. Apparently also, it does not work for others, for some not at all. I know the tool works for me, and I take the claim that it doesn't for others, what am I left to believe in? That the tool doesn't actually work, even though my own experience and usage of it says otherwise?
Codex is still an "AI success", regardless if it could build an entire browser by itself, from scratch, or whatever. It helps as it is today, I wouldn't need it to get better to continue using it.
But even with this perspective, which I'd say is "nuanced" (others would claim "AI zealot" probably), I'm trying to see if what Cursor claims is actually true, that they managed to build a browser in that way. When it doesn't seem true, I call it out. I still disagree with "This is what most AI "successes" turn out to be when you apply even a modicum of scrutiny", and I'm claiming what Cursor is doing here is different.
> are definitively capable tools when used in certain ways
Which I received pushback on. My reply is to that pushback, defending what I said, not what others told you.
Edit: Besides the point, but Ableton (and others) constantly tell people how to learn how to use the tool, so they use it the right way. There is a whole industry of people (teachers) who specialize in specific software/hardware and teaching others "how to hold the tool correctly".
Yes, because that's what it is. If you seriously can't get Gemini 3 or Opus 4.5 to work you're either using it wrong or coding on something extremely esoteric.
That's an almost universal truth that you need to learn how to use any non trivial tool.
They definitely can make some things better and you can do somethings faster, but all the efficiency is gonna get sucked up by companies trying to drop more slop.
It's just like a chisel. Well the chisel company didn't promise to let you become a master craftsman overnight but anyway it's just like a chisel in that you have to learn how to use it. And people expect a chisel to actually chisel through wood out the box but anyway it's exactly like a chisel.
It can be very hard to determine if an isolated patch that goes from one broken state to a different broken state is on net an improvement. Even if you were to count compile errors and attempt to minimize them, some compile errors can demonstrate fatal flaws in the design while others are minor syntax issues. It's much easier to say that broken tests are very bad and should be avoided completely, as then it's easier to ensure that no patch makes things worse than it was before.
The diffusion model of software engineering
Writing junk in a text file isn't the hard part.
That doesn't mean we can usefully build software that is a big, tangled mess.
Browsers contain several high complexity pieces each of could take a while to build on its own, and interconnect them with reasonably verbose APIs that need to be implemented or at least stubbed out for code to not crash. There is also the difficulty of matching existing implementations quirk for quirk.
I guess the complexity is on-par with operating systems, but with the added compatibility problems that in order to be useful it doesn't just have to load sites intended to be compatible with it, it has to handle sites people actually use on the internet, and those are both a moving target, and tend to use lots of high complexity features that you have to build or at least stub out before the site will even work.
It _is_ stuck at this point.
There's so much money involved no one wants to admit it out loud.
They have no path to the necessary exponential gains and no one is actually working on it.
I don’t mean the tech itself—-which is kind of useful. I mean the 99% of the value inflation of a kind of useful tool (if you know what you’re doing).
Well, I'm a heavy LLM user, I "believe" LLM helps me a lot for some tasks, but I'm also a developer with decades of experience, so I'm not gonna claim it'll help non-programmers to build software, or whatever. They're tools, not solutions in themselves.
But even us "folks on HN" who generally keep up with where the ecosystem is going, have a limit I suppose. You need to substantiate what you're saying, and if you're saying you've managed to create a browser, better let others verify that somehow.
The top comment is indeed baseless hype without a hint of skepticism.
There is also clearly a lot of other skeptical people in that submission too. Also, simonw (from that top comment) told me themselves "it's not clear that what they built even runs": https://bsky.app/profile/simonwillison.net/post/3mckgw4mxoc2...
> This project from Cursor is the second attempt I've seen at this now!
I used the word "attempt" very deliberately, to avoid suggesting that either of these two projects had achieved the goal.
I don't see how you can get to "baseless hype without a hint of skepticism" there unless you've already decided to take anything I say in bad faith.
and he wonders why people call him a shill
accepting everything some shit company tells you as gospel is not the default position of a "researcher"
he better hope he's on the right side of history here, as otherwise he will have burnt his reputation
Edit: Of course, this isn’t a trait unique to Simon either. Everybody has blind spots, and it’s reasonable to be excited when new tech is released. On an unrelated note, my intent is to push back against some of the people here who try to shut down skepticism. Obviously, this doesn’t describe Simon, but I’ve seen others here who try to silence skeptical voices. This comes across as highly controlling and insecure.
I do not think you are reacting to what I said in good faith.
> he better hope he's on the right side of history here, as otherwise he will have burnt his reputation
That's something I've actually given quite a lot of thought to. My reputation and credibility matters a great deal to me. If it turns out this entire LLM thing was an over-hyped scam I'll take a very big hit to that reputation, and I'll deserve it.
(If AI rises up and tries to kill or enslave us all I'll be too busy fighting back to care.)
> looks inside
> completely useless and busted
30 billion dollar VS Code fork everyone. When we do start looking at these people for what they are: snake oil salesmen.
They slop laundered the FOSS Servo code into a broken mess and called it a browser, but dumbasses with money will make line go up based on lies. EFF right off.
Man
Always take any pronouncement from an AI company (heavily dependent on VC and public sentiment on AI) with a heavy grain of salt..
hype over reality
I’m building an AI startup myself and I know that world and its full of hypsters and hucksters unfortunately - also social media communication + low attention span + AI slop communication is a blight upon todays engineering culture
Regarding the downvotes, I think it's because it's feeling like you're pushing your project although it isn't really super relevant to the topic. The topic is specifically about Cursor failing to live up to their claims.
My prediction last year was already that in the distant future - more than 10 years into the future - operating systems will create software on the fly. It will be a basic function of computers. However, there might remain a need for stable, deterministic software, the two human-machine interaction models can live together. There will be a need for software that does exactly what one wants in a dumb way and there will be a need for software that does complex things on the fly in an overall less reliable ad hoc way.
People were making all sorts of statements like: - “I cloned it and there were loads of compiler warnings” - “the commit build success rate was a joke” - “it used 3rd party libs” - “it is AI slop”
What they all seem to be just glossing over is how the project unfolded: without human intervention, using computers, in an exceptionally accelerated time frame, working 24hr/day.
If you are hung up on commit build quality, or code quality, you are completely missing the point, and I fear for your job prospects. These things will get better; they will get safer as the workflows get tuned; they will scale well beyond any of us.
Don’t look at where the tech is. Look where it’s going.
No one is hung up on the quality, but there is a ground fact if something "compiles" or "doesnt". No one is gonna claim a software project was successful if the end artifact doesn't compile.
Me neither, and I note so twice in the submission article. But I also didn't expect a project that for the last 100+ commits couldn't reliably be built and therefore tested and tried out.
I did read your post, and agree with what you're saying. It would be great if they pushed the agents to favour reliability or reproducibility, instead of just marching forwards.
Correct, but Gas Town [1] already happened and what's more _actually worked_, so this experiment is both useless (because it doesn't demonstrate working software) _and_ derivative (because we've already seen that you can set up a project where with spend similar to the spend of a single developer you can churn out more code than any human could read in a week).
[1]: https://github.com/steveyegge/gastown
If the piece of shit can't even compile, it's equivalent to 0 lines of code.
> Don’t look at where the tech is. Look where it’s going.
Given that the people making the tech seem incapable of not lying, that doesn't give me hope for where it's going!
Look, I think AI and LLMs in particular are important. But the people actively developing them do not give me any confidence. And, neither do comments like these. If I wanted to believe that all of this is in vain, I would just talk to people like you.
I'm sorry but what? Are you really trying to argue that it doesn't matter that nothing works, that all it produced is garbage and that what is really important is that it made that garbage really quickly without human oversight?
That's.....that's not success.
Not everything needs to, or should have the same quality standards applied to them. For the purposes of the Cursor post, it doesn't bother me that most of the commits produced failed builds. I assume, from their post, that at some points, it was capable of building, and rendering the pages shown in the video on the post. That alone, is the thing that I think is interesting.
Would I use this browser? Absolutely not. Do I trust the code? Not a chance in hell. Is that the point? No.
Sure, I don't care too much if the restaurant serves me food with silverware that is 18/10 vs 18/0 stainless steel, but I absolutely do care if I order a pizza and they just dump a load of gravel onto my plate and tell me it's good enough, and after all, quality isn't the point.
There are very few software development contexts where the quality metric of “does the project build and run at all” doesn’t matter quite a lot.
This idea that quality doesn't matter is silly. Quality is critical for things to work, scale, and be extensible. By either LLMs or humans.
Am I misunderstanding this metaphor? Tsunamis pull the sea back before making landfall.