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Posted by asar 15 hours ago

Cursor Introduces Composer 2.5(cursor.com)
https://twitter.com/cursor_ai/status/2056415413077233983
133 points | 80 comments
throwaw12 27 minutes ago|
> Composer 2.5 is built on the same open-source checkpoint as Composer 2, Moonshot's Kimi K2.5.

Really nice to see they're giving credit to the company and I am optimistic Kimi K open models soon will outperform Opus models

goyozi 1 hour ago||
I kind of want to try it, to see if and how far they can take an open model and improve it but I really don’t miss the Cursor user experience. Constant UI changes, half-baked features, smaller and smaller limits, useless AI change attribution; I think I’ll wait for others to report if it’s any good.
jstummbillig 30 minutes ago||
Isn't there a cli version of cursor by now?
vorticalbox 16 minutes ago||
Yes

https://cursor.com/cli

rubyn00bie 29 minutes ago|||
Damn do I feel the UI changes being a pain point.

It’s a near constant regression in my workflows. “Multiple agents” got destroyed recently, and the new interface for it some sort of command isn’t as good or reliable. Then you’ve got modals everywhere[1] and truncated bits (like long branch names) that make it insanely frustrating to use.

They’re constantly changing the UI without actually improving it at all. I’ll likely cancel it and use opencode for personal stuff with Deepseek and only use it at work because I have to. There was a time when I appreciated the harness but it’s becoming less useful, or at least noticeable, over time… all the while the actual UI becomes substantially more painful and awkward to use (like @ in the “agents” window being completely unable to find a file because it’s some sort of “global” scope).

One thing that surprises me about this whole segment is that JetBrains haven’t eaten these folks lunch. Their IDEs are leagues better than VSCode but their AI integration is awful by comparison (and the bar is low). I can’t even see how much of the context window I have left.

[1] it’s insane I have to answer questions in a tiny input box I cannot resize or adjust the size of. Let alone the fact the text area I input prompts into cannot be resized. Truly feels like the UI/UX is done by people without any experience.

epolanski 36 minutes ago||
Good point.

One of the things I've came to appreciate about the cli tools like Codex or Claude is that the interface is so limited that every feature they release is still limited and constrained to the same UX limitations, whereas those "funkier" IDEs change from month to month giving me further fatigue.

memoryleakgame 10 hours ago||
If these benches from their site hold up (they likely wont)

Wouldn't this compress ai revenue like 15x quickly

If they really have a 4.7 opus high equivalent at 1/16 the cost wouldn't this significantly effect all the current capex and planing

Maybe they are getting elon to cover cost

romanovcode 4 minutes ago||
The problem with this is that we do not know the actual cost. For all we know they might be pulling an Anthropic. Subsidizing costs to get users, then increasing them later on.
smallnamespace 43 minutes ago|||
AI revenue has been going up while the cost per token has been rapidly falling. The Jevons paradox applies here. The cheaper software is, the more software is written. There is not a finite demand for software.
rafaelmn 34 minutes ago||
> AI revenue has been going up while the cost per token has been rapidly falling

Every model release now has been straight price increases since what GPT 4 ? When was the last time a new flagship model decreased prices compared to the previous one ?

baq 25 minutes ago||
token efficiency
chillfox 9 minutes ago||
Not seeing that either, tried really using Opus 4.7 today, and it ended up at $50 for the same kida thing that came out to $25 last week with Opus 4.6.
infecto 9 hours ago|||
The way I have read their benchmark results is that they trained a model to work insanely well in their coding workflow. It’s not a general purpose model.

One of the surprisingly hardest problems to solve is to get a model to use the tools you give it access to.

zackify 10 hours ago|||
this thing is so awesome on fast mode, so far i am impressed, some of its observations feel similar to opus.

i use gpt 5.5 and opus 4.7 a lot every day, if i can get good results at this speed, hopefully the usage level holds up on my team plan haha

2001zhaozhao 9 hours ago|||
> compress ai revenue like 15x

that roughly just puts it on par with OpenAI and Anthropic subscriptions in terms of pricing per token

epolanski 35 minutes ago||
I'm not sure that to be the case, it seems like bringing capabilities up and costs down merely serves to induce more demand.
asar 14 hours ago||
The model is (like Composer 2) based on Kimi K2.5 and they claim SOTA performance for 1/10th of the cost. The tweet also mentions that they've started a new model from scratch on Colossus 2 (xAI/SpaceX Cluster). Really impressive how they've made this jump from being called the vscode fork with no moat just a couple of months ago.
onlyrealcuzzo 13 hours ago||
> Really impressive how they've made this jump from being called the vscode fork with no moat just a couple of months ago.

Impressive, yes. But they still don't have a moat...

infecto 9 hours ago|||
I am not sure we should dismiss what they have today. Nobody has yet to come close with a full package ide that works well for coding. Is that not a moat? It is easy for my to in my head discount it, thinking that I could build something myself but between autocomplete and their workflow for agent use, it feels like they have some tangible moat emerging.
alach11 10 hours ago||||
Isn't a large user base and the data collected from those users a moat of sorts?
onlyrealcuzzo 10 hours ago|||
A moat is when you have something other's can't easily get.

Every MAG 7 / FAANG company already has more users and more data...

That's not a moat.

That's traction.

wilg 2 hours ago||
That's not X.

That's Y.

uxcolumbo 33 minutes ago|||
Been a bit out of the loop.

What's wrong with using very short sentences like 'That's not X. That's Y.'?

arcanemachiner 12 minutes ago||
Commonly used phrase by LLMs. Gives people slop vibes these days.
DonHopkins 1 hour ago|||
I fear the day that large parts of perfectly valid English language and punctuation are off limits for humans to use because LLMs use them too (having learned them from humans), and somebody will always whine and post low effort "slop" comments that are much more annoying and less useful than the slop itself, or even incorrectly whine about human written text that happens to match your hyper-sensitive slop detector.

Plus you are always running the risk of being rude and insulting when incorrectly labeling text actually written by humans as slop — making a jackass of yourself — and opening yourself up to being trolled by humans purposefully inserting em-dashes and catch phrases just to trigger you. That's not clever. That's gullible.

How much cognitive and physical effort and time do you put into trying to figure out if everything you read is slop, then complaining about it? If that's your job or calling in life, you could be easily replaced with AI. Find something more creative to do with your time.

If you really object to low effort slop, and not just relish it as an opportunity to whine, then how about instead of posting low effort whines about slop, you put in the actual effort to do something about it, and rewrite the slop in a way that won't trigger your slop detector, then post that instead, to train AI not to write slop.

Is your problem that it's slop, or that it's AI generated? Because your whining about low effort AI generated slop without contributing to the conversation or addressing the point of the comment you're replying to is just low effort human generated slop.

Please don't post slop while complaining about slop.

AussieWog93 10 hours ago|||
Honestly the data itself is probably worth heaps even in the company itself collapses. Early attention engineering when humans were still in the loop!!!
NitpickLawyer 1 hour ago||
> Early attention engineering when humans were still in the loop

Exactly. Cursor was the first product used by tons of devs on real codebases. Just the signal "acceptance rate" is huge and can't be easily captured w/ synthetic data.

kkukshtel 12 hours ago|||
And its still just a vscode fork
icemelt8 35 minutes ago||
Cursor 3 is a complete rewrite, its no longer a fork.
antirez 2 hours ago|||
How much the RL they are doing really improves Kimi K2.5 is to be seen. So, right now, the ground truth is that they combined what they had with a strong open weights model. The RL improvement may be both marginal (since may folks report strong results with vanilla K2.6) and may mostly bias the model towards coding tasks: when a model like this is trained to be generalist, there is a tension between being good at one thing and the other, in terms of SFT and RL. You can see this in the DeepSeek v4 Flash training report for instance but it is a known fact. So if you have the GPUs and a decent RL pipeline that does not run the model you can indeed specialize it a bit more for a given task at the expenses of tasks people will not do inside Cursor. But, so far, the measurable reality is that Cursor uses an open weight model like most could do, and the RL story could be partilly a marketing move to call to Composer 2.5 more than a real strong gain, given that there is no way to verify and K2.5 was already strong. And we also know that they had to partner to do the training, which is also not a good news.
wg0 2 hours ago|||
This was the only way forward.
the_duke 1 hour ago|||
In my opinion cursor actually has one of the best harnesses again at the moment.
liuliu 13 hours ago|||
Since the frontier is only 8-month ahead of DeepSeek, it is hard to see how model training can be a moat as all the tricks are available from open labs in China. You really just need <100m to bootstrap at this point.
Lionga 14 hours ago|||
They are still a vscode fork with no moat? Like they lost about 70% of users in half a year which goes to show how there is not even the tiniest of moat.
GenerWork 14 hours ago||
I feel like they've been targeting enterprise pretty hard. I know my company uses them, and the companies that hire us also use Cursor.
pjmlp 7 minutes ago|||
I can tell my company wants nothing with them.
Squarex 2 hours ago||||
All enterprises I know use GitHub copilot as they already have Office, Teams, … wonder how will it change with the recent pricing changes
kvetching 8 hours ago|||
Cursor will definitely win the enterprise for coding. Enterprises aren't going to trust a TUI
esafak 3 hours ago||
Why not? That makes no sense to me.
make3 38 minutes ago|||
why is that part impressive specifically? they got purchased by SpaceX, they have access to infinite compute and cash now.

& now they're still losing all of their users to Claude Code and Codex.

whywhywhywhy 13 hours ago|||
It's still a VsCode fork just now with a Kimi fine tune and still no moat...

I won't debate that it turns out none of this mattered when it came to being as successful company though and kinda makes anyone who tried to roll their own instead of fork look a little silly.

hkleppe 1 hour ago||
"No moat", well...

How I see this is that its so important to bundle the model with the right tooling.

Like a racecar, having the best engine doesn't help if the rest of the car lacks other winning properties (reliability, aerodynics etc).

So for Cursor, which IMO, they put themself in a strong position by having both a solid IDE __and__ a solid+cost efficient model. Those two working great in combination for the task they are designed to solve (coding) is more important than benchmarks

aurareturn 13 hours ago||
I doubt it's a brand new model. It's likely just Kimi K2.5 further trained on coding.
enraged_camel 13 hours ago||
They didn't say it's a new model... in fact they said exactly what you just said.
PUSH_AX 14 hours ago||
They set themselves up for flack when they use whatever these evals are… they did the same for composer 2 which was evaled in close competition with frontier models, spoiler alert, it wasn’t even close in practice.

So now 2.5 is supposed to compete with opus 4.7? Sure…

tuo-lei 13 hours ago||
they say it themselves in the post - behavior dimensions "not well captured by existing benchmarks". that was the exact problem with composer 2. not dumber on individual tasks, just bad at session-level decisions like when to stop editing, how much context to carry forward, when to re-read a file vs assume. you don't catch any of that in an isolated eval.
infecto 9 hours ago|||
As I have said before in prior composer threads. The proof is in the usage. I am inclined to somewhat believe the results as I use composer and also take the results for the given context. It’s not a general purpose sota model. It’s a model that runs inexpensively in their coding workflow that is creating results similar to opus or gpt.
criemen 14 hours ago||
Well is that a statement about the quality of Opus 4.7 or about compose 2.5? :P
m_mueller 2 hours ago||
It's a bit confusing to me why they'd make this 'fast' version the default, as it appears to be much more expensive than Composer 2. Wasn't it supposed to be a very cheap alternative to SOTA models?
mrklol 1 hour ago|
Isn’t it a really cheap alternative to sota models (according to benchmarks)?
everfrustrated 14 hours ago||
Full details https://cursor.com/blog/composer-2-5
dang 2 hours ago|
Thanks! Link belatedly changed above.
jtwaleson 13 hours ago||
Ok this might be weird but I've moved everyone in my 4 person team to our team plan and costs seem to have sky rocketed compared to the individual plans. Where before most people spent 20-100 USD, now the total bill is more like 1k USD. I haven't gone into the details but it feels like I'm being scammed.
mohsen1 26 minutes ago||
We moved off Cursor and onto Codex + Claude Code. Cost went from multiple thousand per engineer per month to about $500
DedlySnek 2 hours ago|||
My company is shifting us from Cursor to Claude due to increased costs.
danbrooks 12 hours ago|||
Check which model you're using.

The fast version of composer is the default now (which costs ~x3 as much).

infecto 9 hours ago|||
Keep in mind I believe there is a larger buffer given to personal plans. If they have 50% extra with the personal plan you now only get 25%.
PUSH_AX 13 hours ago||
My cursor costs sky rocketed recently too
uf00lme 2 hours ago|
I wonder why they didn’t train off Kimi 2.6, I hope is it because they already had a good base and not that they messed up that relationship.
NitpickLawyer 17 minutes ago||
> and not that they messed up that relationship.

There's nothing to mess up. The license is MIT w/ attribution, and the attribution clause can be easily sidestepped w/o any legal repercussions. The "drama" was simply content creators going nuts over some misunderstandings and poor comms from some kimi related devs.

re-thc 1 hour ago||
That's 3.0
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