OpenRouter 上线 GPT-6 Astra，开发者对比评测显示性价比优势

Hacker Newsnew | past | comments | ask | show | jobs | submitlogin GPT-6 Astra on OpenRouter (openrouter.ai)318 points by Topfi 2 days ago | hide | past | favorite | 232 comments simonw 2 days ago | next [–] I posted this in the other Astra thread but it's just fallen off the homepage, so... Pelicans from Astra, plus 5.6 Sol, Terra, Luna for comparison: https://static.simonwillison.net/static/2026/gpt-6-and-5.6-p... I think this is a genuinely interesting comparison grid. Astra may be more expensive, but if you have a budget of 10 cents for a Pelican Astra low gives you something SO much better than the other models. Astra uses less tokens overall too, for better results. Astra transcript here: https://tools.simonwillison.net/markdown-svg-renderer?url=ht... reply dector 2 days ago | parent | next [–] Btw, they had 3D pelican-on-the-bicycle easter egg in one of the promo videos: https://youtu.be/bOC3DisEOfg?t=117 so I'm pretty sure that they spent some small amount of resources to train the model to produce good svg version as well. :D reply theturtletalks 1 day ago | root | parent | next [–] This is one of those benchmarks I don’t mind if they benchmax because it would mean models are actually good at creating svg graphics. reply theturtletalks 1 day ago | root | parent | next [–] Look at how well it made this Xbox controller SVG: https://www.svgviewer.dev/s/i8t1VXzQ reply sejje 1 day ago | root | parent | next [–] It's immaculate, wow reply batperson 1 day ago | root | parent | prev | next [–] Do you know what reasoning level this was generated at? reply SkiFire13 1 day ago | root | parent | prev | next [–] No, it would mean models are good at pelicans svgs, not svgs in general. reply theturtletalks 14 hours ago | root | parent | next [–] That’s my point. I think if they are trying to benchmax creating a pelican riding on a bicycle SVG. In that process, they’re probably making SVG creation better and easier as a whole, even though they might just be training for that one specific SVG. reply alexgoodhart 1 day ago | root | parent | prev | next [–] I’m not sure that this follows. And I don’t understand why the pelican bro is not purposefully demonstrating variety of svg tasks to begin with reply kyorochan 1 day ago | root | parent | prev | next [–] The 3D version is interesting, because it's more detailed which means more things to get wrong. The mudguards are symmetrical for some reason which you would never see in real life, and there are three brake cables but no brakes! I also think there's an extra level that I would hope an AI would nail which maybe an amateur artist would also fail at, such as thinking about what position a pelican would actually ride a bike in (maybe angling the beak down for aerodynamics etc.), but we are far away from this. reply stymaar 1 day ago | root | parent | prev | next [–] When you see how good the output of the Luna model without reasoning is compared to SotA just a year and a half ago, it's pretty clear that it's been trained on explicitly. reply maleldil 1 day ago | root | parent | next [–] I don't see how this is proof, and not just that the model got the better. You're comparing models a year and a half apart; this is a lifetime in LLM development. reply stymaar 1 day ago | root | parent | next [–] It's a lifetime on things that are explicitly being trained on! But small models like Luna didn't magically become more powerful than SotA models on stuff that they weren't explicitly trained on with a dedicated RL-pipeline. reply brookst 1 day ago | root | parent | prev | next [–] Yeah, suggestive but hardly proof reply WarmWash 1 day ago | root | parent | next [–] Many people still believe that LLMs can only reproduce what is in their training set. reply stymaar 1 day ago | root | parent | next [–] That'd be too restrictive, but to get improvement in a particular domain you definitely need to train specifically for it. Just cramming more random internet text in a bigger model has stopped being a effective way of scaling since at least mid 2023. reply maleldil 17 hours ago | root | parent | next [–] No, you don't. There have been technological advances beyond just "more random Internet text", and they lead to more powerful models with more refined emergent behaviours. reply threatripper 2 days ago | parent | prev | next [–] It seems to start understanding how bicycles work. Look at the front fork. There are reasons why it's shaped the way it is in real bicycles. If you do physical simulations in 3D with reinforcement learning you will start understanding that most of the arrangements that the other agents use just won't work. reply epihelix 2 days ago | root | parent | next [–] Yes, the curve of the front fork on the max pelican was what I noticed also. It's impressive (if not an accident), and a remarkably accurate bike overall. The pelican just needs to raise their seat a little. reply jayd16 1 day ago | root | parent | prev | next [–] Probably just luck seeing at the wheel intersects the frame and the penguin's legs are caught in the chain. reply steve-atx-7600 2 days ago | parent | prev | next [–] You would not expect the developers of the model to optimize for a well known benchmark? reply simonw 2 days ago | root | parent | next [–] Here's 'Generate an SVG of a ring-tailed lemur riding an electric scooter' at reasoning level max: https://tools.simonwillison.net/markdown-svg-renderer?url=ht... Quote from the thinking trace: > I’m thinking about how a helmet would obscure lemur ears, but using an electric scooter helmet seems responsible. It's pretty solid - face is a little wonky but excellent tail and scooter. reply pilaf 1 day ago | root | parent | next [–] Interesting how the background is almost identical to two of the Astra pelicans'. reply stymaar 1 day ago | root | parent | prev | next [–] What if you asked a front/rear/top-side view of the scene (pelican or lemur)? reply Petersipoi 1 day ago | root | parent | next [–] https://imgur.com/a/60GrJ0i Did even better from the front. What's surprising is that it used the exact same colors as the simonw example, despite my prompt only being > Generate an SVG of a ring-tailed lemur riding an electric scooter. Front view GPT-6 Astra Extra High reply Fuzzwah 1 day ago | root | parent | prev | next [–] It did that thinking about a helmet but didn't actually include a helmet. And there's no "actually, wait, this is just a cute little image no helmet" thought. reply CamperBob2 2 days ago | root | parent | prev | next [–] If you want to see something brutal, ask for a zebra riding a scooter. I have yet to see any models do a credible job at that. reply ulrikrasmussen 1 day ago | root | parent | next [–] I remember that early image models couldn't generate a cyclops no matter how you prompted it, it would at best put a third eye in the forehead. reply swingboy 1 day ago | root | parent | prev | next [–] It seems like Astra has a color palette it likes. reply benatkin 1 day ago | root | parent | prev | next [–] Hmm, the face makes it not work as a one shot artifact. reply pointitkememe 1 day ago | root | parent | prev | next [2 more] [flagged] boxed 1 day ago | root | parent | next [–] The lemur is worse though. The hands don't follow physics for example. You claim this would be easier, but then the model is worse. reply y1n0 2 days ago | root | parent | prev | next [–] I would expect it happens more organically where people’s discussion of the benchmark and posted results find their way into the training data, like anything else on the internet. reply Kranar 2 days ago | root | parent | prev | next [–] What is this supposed to mean exactly? Do you think there are developers at OpenAI or Anthropic whose job is to train these state of the art models to draw pelicans riding bicycles? Like how exactly do you expect them to be doing that anyways? Hiring graphic artists to create SVGs of bike riding pelicans and feeding thousands of them into the model's training set? reply mudkipdev 2 days ago | root | parent | next [–] Generate two images, get a vision model to judge, then RL reward the better one. And yes, OpenAI employees on twitter bragged about the model's SVG capabilities. So there are clearly people working there who care about it. reply awakeasleep 2 days ago | root | parent | prev | next [–] You gotta look up how RLHF works before you ask a demanding question like this. reply WarmWash 1 day ago | root | parent | next [–] Right, but that's not the crazy part. The crazy part is thinking they do it all specifically for pelicans on bikes. If that was the case, the models would have been producing near perfect outputs for it a year ago. Instead they are just training on general SVG generation, which in no way should be viewed as "benchmaxxing". reply dgellow 1 day ago | root | parent | prev | next [–] > Do you think there are developers at OpenAI or Anthropic whose job is to train these state of the art models to draw pelicans riding bicycles? Yes reply jenniferhooley 1 day ago | root | parent | prev | next [–] Do you really think there aren't data annotator services specifically training for SVG drawing? And that those annotators don't have a rich set of frequently requested icons/graphics/etc. that they review and train on? I'd be shocked if they didn't myself. reply Kranar 5 hours ago | root | parent | next [–] How did you decide to go from people whose jobs it is to optimize an LLM for a very specific benchmark that is mostly a fun curiosity at best... to employing the services of data annotation services for a rich set of icons and graphics? You really have to go out of your way to completely misrepresent what's being claimed here in order to make such a wildly off-topic reply. reply kibae 2 days ago | root | parent | prev | next [–] There was a HN post that tested this hypothesis a few weeks ago: https://news.ycombinator.com/item?id=49010129 reply stymaar 1 day ago | root | parent | next [–] I don't think it's a great rebuttal, quite the opposite actually: it's the same prompt with the most obvioy tweak you can imagine and the results are all the same. That definitely looks like it's been something the models have been trained on, and not some emergent capability (and if you take into account how nonthinking Luna compares to the SotA models from a year an half ago: https://simonwillison.net/tags/pelican-riding-a-bicycle/?pag... it becomes even more obvious) reply boxed 1 day ago | root | parent | next [–] How about you come up with something yourself instead of just moving the goalpost? reply stymaar 1 day ago | root | parent | next [–] No goalpost was harmed in the above comment. reply mi_lk 2 days ago | root | parent | prev | next [–] It stopped being a valuable benchmark proxy quite a few model versions ago. Simon knows it, so is everyone who’s serious about it Treat it like a bit as is reply benatkin 2 days ago | root | parent | next [–] It's actually not just valuable, but infinitely valuable. Because it's imaginary, there is no way to do it perfectly, and thus the possibilities are endless, and it tests out both the formulation and execution of ideas. reply epiccoleman 1 day ago | root | parent | next [–] Starting my SVG of a pelican on a bicycle as a service startup today, invest now for infinite returns! reply benatkin 1 day ago | root | parent | next [–] The rate at which the value accumulates depends on release of new models and admittedly it's a small community, so you may be in for a wait! But I still mean it, it is a small but enduring stream. reply justinbaker84 1 day ago | parent | prev | next [–] Your comparison grid is one of the most useful comparison grids I have ever seen in terms of measuring AI. It feels silly to say that about making a pelican image but it really shows the difference in output and cost in an easy to understand way. reply jsdalton 2 days ago | parent | prev | next [–] Simon do you have a page somewhere that shows _all_ of the penguins created by various models across time? You’ve been doing this public service for so long (well, for so long in “AI hype” years anyway) that it’d be fascinating to see the evolution of this artifact across time. reply simonw 2 days ago | root | parent | next [–] For the moment the best place to see them all is to browse the tag on my blog - 140 posts now! https://simonwillison.net/tags/pelican-riding-a-bicycle/ I'm running out of excuses not to build a proper comparison site though. Maybe I'll have Astra do rhat. reply bahmboo 2 days ago | root | parent | next [–] Would be great to spend some money (other people's money) on paying some illustrators and artists to do the same for comparison. It could be straight images converted to SVG or direct vector graphics. reply WarmWash 1 day ago | root | parent | next [–] Technically you would pay programmers to write SVG code with no visual feedback if you want a straight 1:1 comparison. reply bahmboo 1 day ago | root | parent | next [–] Kinda. It's the difference between measuring the end product vs how it's made. reply Gander5739 1 day ago | root | parent | prev | next [–] Doesn't that somewhat miss the point? The models can't see and check their work, for instance. reply bahmboo 1 day ago | root | parent | next [–] I'm not clear what you are saying. I am curious about what humans can do in the same context. It's becoming a standard I think for some tasks. E.g. how does a Gen AI stack up against a human in quality and "cost". Perhaps I'm missing what you are asking. reply spockz 1 day ago | root | parent | prev | next [–] They can. Ask them to generate SVG , call a renderer and let them inspect the bitmap/png. They can learn about it. reply Gander5739 1 day ago | root | parent | next [–] They can, but for this specifc test, they don't. It's a oneshot with no feedback. reply xfax 1 day ago | root | parent | prev | next [–] FWIW, I had Astra do it as you suggested: https://pelican-model-gallery.alienfluid.chatgpt.site I used Light mode and it used up all my limits for the day and had to continue the following day. reply CamperBob2 1 day ago | root | parent | next [–] This is great! I can see some of the more abstract ones ending up on the wall at SF-MoMA. Missing GLM-5.3, though. reply carljungslabtek 10 hours ago | root | parent | next [–] The GLM 5.1 one where the pelican is missing because it’s broken would be a great candidate. “A pelican enjoying a sunny ride!” is very “this is not a pipe” reply jostylr 1 day ago | root | parent | prev | next [–] You could also have it create a viewer competition selection; show two images without attribution and let the use select which one. Could be cool to see the wisdom of the crowds; could also have price ranges to have subcategories. I bet Astra could do that in a half hour. Loving the pelican silliness. My ChatGPT is over the moon about it. Gonna miss it when it really is done. Though maybe a pelican riding a bike game could become the benchmark in a year. reply vb-8448 2 days ago | parent | prev | next [–] I find curios that Astra's pelicans are basically the same (yellow sun top right corner, green bike, same bike shape, same legs style, very similar background) while in other there is more randomness. reply thimabi 2 days ago | root | parent | next [–] This tracks with what OpenAI has been saying about Astra: that it tends to do things in a certain way and it’s up to you to prompt it to change its style. reply pizza234 2 days ago | root | parent | prev | next [–] Astra is the only model that correctly depicts occlusion of crank and leg, although interestingly, at max and medium levels (not in between). reply vessenes 2 days ago | root | parent | next [–] Looked to me like it missed the chain though. reply TiredOfLife 1 day ago | root | parent | prev | next [–] Kimi k3 and Fable max also reply petilon 2 days ago | parent | prev | next [–] Astra pelican looks amazing: it looks like it was made by a professional artist. All the others look like they were made by kindergartners. reply andai 2 days ago | parent | prev | next [–] Oh my goodness. I was not prepared for Luna on "none". Reminded me of https://clocks.brianmoore.com/ reply eterm 1 day ago | root | parent | next [–] It's so meme-worthy next to the astra-max for any situation of "What you were promised" vs "What you received". reply tyre 2 days ago | root | parent | prev | next [–] Haiku the GOAT reply CamperBob2 2 days ago | parent | prev | next [–] Crazy how much the Astra pelicans resemble GLM 5.3's (https://crimson-jeri-74.tiiny.site/), down to the color of the bike and the scarf. The improved front fork design mentioned by Threatripper is about the only thing Astra is doing better, IMO. reply BrokenCogs 2 days ago | parent | prev | next [–] Interesting that all of the bikes are turquoise colored, except for the medium effort reply jeffybefffy519 1 day ago | parent | prev | next [–] Shouldnt you give the AI a different task each time? otherwise the model companies just optimise for this benchmark because its in their best interest to... reply mkagenius 1 day ago | parent | prev | next [–] Do you ever randomize on a particular model - like try and get 3 outputs and pick one at random? Coz who knows if astra low will produce max like output if tried once more. reply az226 20 hours ago | parent | prev | next [–] The biggest difference is that Astra was pre-trained with reasoning traces, not just post-trained. reply alastairr 1 day ago | parent | prev | next [–] It's mildly interesting that the bikes always seem to be front wheel facing the right. reply simonw 1 day ago | root | parent | next [–] Most images of bicycles on the web are arranged that way because the drivetrain is always on the right of the bicycle and you want that displayed prominently. reply alastairr 1 day ago | root | parent | next [–] I don't know how I didn't think of that! Makes sense. reply mkl 1 day ago | parent | prev | next [–] Why do Sol and Terra use 26 input tokens when the others use 16? reply simonw 1 day ago | root | parent | next [–] I don't know and I'm really Interested in the answer. I heard a rumor that Luna is a slightly different architecture from Sol and Terra, which makes me wonder if Luna and Astra might be more related to each other than to Sol and Terra. Bit of a big leap to make from a token count though! I just checked the tiktoken library and couldn't see any changes relating to Luna: https://github.com/openai/tiktoken reply Xunjin 2 days ago | parent | prev | next [–] Do you have other ideas of "combinations" for this kind of benchmark? I'm wondering if this is being trained on by the models today. reply r_lee 2 days ago | root | parent | next [–] I have a feeling they've been doing that for a while now, even if unintentional, as it's such a well known benchmark reply PacificSpecific 2 days ago | parent | prev | next [–] Fallen off the homepage so what? I genuinely don't understand reply yreg 1 day ago | root | parent | next [–] So he is posting it again because he believes it is crucial information for us. Apparently the crowd agrees because they keep upvoting these. reply dolebirchwood 1 day ago | root | parent | prev | next [–] Gotta double-dip on those internet points. reply lspears 2 days ago | parent | prev | next [–] Luna's price seems off reply droidjj 2 days ago | root | parent | next [–] The price is probably coming from when Luna was first released. OpenAI slashed the price by 80% at the end of July. reply simonw 2 days ago | root | parent | next [–] Yes! Good catch, thanks - I'll fix that. reply simonw 2 days ago | root | parent | next [–] I had the prices wrong on Sol and Terra as well - they've all had price drops: https://openai.com/index/advancing-the-price-performance-fro... Sol discount is until November 21, 2026 according to https://developers.openai.com/api/docs/changelog Luna — costs in cents +--------+--------+---------+ | Effort | Before | After | +--------+--------+---------+ | max | 7.83 | 1.57 | | xhigh | 4.24 | 0.85 | | high | 2.46 | 0.49 | | medium | 1.26 | 0.25 | | low | 0.76 | 0.15 | | none | 0.71 | 0.14 | +--------+--------+---------+ Per million tokens: Before: $1 input / $6 output After: $0.20 input / $1.20 output Sol — costs in cents +--------+--------+---------+ | Effort | Before | After | +--------+--------+---------+ | max | 48.55 | 32.37 | | xhigh | 24.11 | 16.08 | | high | 10.38 | 6.92 | | medium | 10.55 | 7.03 | | low | 8.33 | 5.55 | | none | 5.90 | 3.93 | +--------+--------+---------+ Per million tokens: Before: $5 input / $30 output After: $4 input / $20 output Terra — costs in cents +--------+--------+---------+ | Effort | Before | After | +--------+--------+---------+ | max | 32.09 | 25.67 | | xhigh | 14.67 | 11.74 | | high | 3.74 | 2.99 | | medium | 3.46 | 2.77 | | low | 3.47 | 2.78 | | none | 2.60 | 2.08 | +--------+--------+---------+ Per million tokens: Before: $2.50 input / $15 output After: $2 input / $12 output reply fHr 2 days ago | parent | prev | next [–] Luna is my go to daily model it's great value reply tuo-lei 2 days ago | root | parent | next [–] Me toooo, for all my personal projects I need to pay for the tokens~ At workplace I use sol because I don't need to pay reply ghthor 2 days ago | root | parent | prev | next [–] Mine as well, it’s fast and keeps me in flow; and cheap! reply kart23 2 days ago | parent | prev | next [–] radial spokes on the back wheel is not a thing irl. i wonder if any model has gotten that right? reply gpugreg 1 day ago | root | parent | next [–] I scrolled through https://simonwillison.net/tags/pelican-riding-a-bicycle/ but did not see any image where the spokes were correct. For a moment, I thought that the text-to-image model might have gotten it right, but on closer look, the spokes fork https://static.simonwillison.net/static/2026/why-are-you-lik... But I enjoyed the image anyway. reply scotty79 1 day ago | parent | prev | next [–] They really can't decide which way pelican's knees should bend, do they? reply EugeneOZ 1 day ago | parent | prev | next [–] I love Astra pelicans! Awesome results! reply leoqa 2 days ago | parent | prev | next [4 more] [flagged] samuelknight 2 days ago | root | parent | next [–] How are we supposed to know if Astra is frontier without the pelican? reply satvikpendem 2 days ago | root | parent | prev | next [–] It's simonw. It's interesting to see their pelican benchmark, another comment by a different author elsewhere here shows some very good SVG generation too. reply ComplexSystems 2 days ago | root | parent | prev | next [–] It's absolutely related. reply bnorton 2 days ago | parent | prev | next [–] You’re closer to this than I am but do you find it odd that helmets are almost never included? Biking is almost always accompanied by helmets reply maxlapdev 2 days ago | root | parent | next [–] But pelicans are almost never accompanied by helmets, so it cancels out. reply sumedh 2 days ago | root | parent | prev | next [–] > Biking is almost always accompanied by helmets Isnt Netherlands the leader in bike riders and they dont wear helmets. reply neutronicus 2 days ago | root | parent | prev | next [–] At least one reasoning trace I saw considered a helmet and discarded the idea because it was worried about obscuring some detail reply jjcm 2 days ago | prev | next [–] It's ability to handle non-90 degree cutouts and shapes for web dev is one of the best I've seen. The vision model on this is VERY capable. Here's an image design source of truth: https://image.non.io/78f4cd8b-2560-4643-9a51-96a89171f994.we... And here's the page it build from it: https://image.non.io/e7d3a9e5-f9df-4fd8-b79f-1f90280f978f.we... Note the flowing svg lines, and how accurately it recreated them. Here's Opus 5 for comparison - you can really see how while Astra really recreated the flow that was in the original design, opus only got the general vibe: https://image.non.io/dfe13de0-4487-431f-8b69-544ff3030dac.we... One thing I will say is you are paying for quality. That site build cost $24 - extremely non-trivial for a simple frontend. reply copperx 1 day ago | parent | next [–] > That site build cost $24 - extremely non-trivial for a simple frontend. I would say that $24 is trivial IF that's the final design. The truth is that the cost doesn't leave much room for error or experimentation. reply jermaustin1 1 day ago | root | parent | next [–] A bespoke design like that a year ago would have cost $200-2000+ between design and development. Hell, it probably still does unless the person wanting the design is already a developer who knows how to prompt. Everything costs more now than it did a year ago... except for THIS, and we are still complaining that a 90-99% reduction in cost is STILL too expensive. And a 50-75% reduction in time is STILL too long. We used to have to wait for weeks for a design like that when I worked at a consultancy, and that is a week of salary. For the design, then it got handed off to a front end developer to slice it and get built so the back end developer can hook it up to a CRM. We are talking a month turn around with design, revisions, development, testing, and bug fixing. It can now be done in a couple of hours for less than a single hour's cost. If it were 10x slower and 10x more expensive, it would STILL be "good deal". reply kolinko 1 day ago | root | parent | prev | next [–] Wdym no room for error or experimation? Changes are even cheaper, and in my experience they are faster and way cheaper with models than with designers. reply paxys 1 day ago | root | parent | next [–] Plus you can offload a lot of work to a cheaper model reply JumpCrisscross 1 day ago | root | parent | prev | next [–] > truth is that the cost doesn't leave much room for error or experimentation Compared to what? reply copperx 1 day ago | root | parent | next [–] A cheap Chinese model, of course. reply risyachka 1 day ago | root | parent | prev | next [–] >> The truth is that the cost doesn't leave much room for error or experimentation Yeah if you are solo developer without budget. For any business this is nothing, the ROI is massive. reply mydreamof 1 day ago | parent | prev | next [–] I don't get it. For me it seems Opus was more accurate in terms of for example this small building in the right down corner reply CapsAdmin 1 day ago | root | parent | next [–] I would say opus was in some ways more accurate, but missed the higher level curvature feel of the site that astra picked up on. It sounds completely trivial and likely I'm wrong here, but could it be that opus saw the reference image squished? That might explain the sharper horizontal curvature reply jjcm 20 hours ago | root | parent | prev | next [–] Opus 5 is quite good, and has been the SOTA for this test (by my own subjective comparison) for the last few months. One thing it's always struggled with though is recreating smooth SVG curves/cutouts. Another way to think about it is you could prompt Astra to put the building back in. You couldn't prompt Opus 5 to get the correct curvature of the line / cutout. That part has always been a huge struggle for models. reply esikich 1 day ago | parent | prev | next [–] They look pretty similar to me, I'm not sure what you're seeing that is so much better. reply w4yai 1 day ago | root | parent | next [–] Also the curves and background lines that separate the right image from the left content reply eurg 1 day ago | root | parent | prev | next [–] Check the source oft the laser beams. reply frenchtoast8 1 day ago | prev | next [–] I signed up for OpenRouter, loaded it up with $25, and after running a test prompt immediately had my account suspended. There’s no way to talk to support, emails go nowhere, and their Discord is swarmed with people who also are getting no responses to anything. I would recommend staying away from OpenRouter. No matter how good the service is, if anything does go wrong, you have no recourse and you lose every credit in your account. Ironically some of the few responses I actually saw in the Discord were doubling down on their “no refunds no matter what” policy. reply Gecko4072 1 day ago | parent | next [–] They were just bought for $7B and rely on Discord? reply bellowsgulch 1 day ago | root | parent | next [–] God, that's a step up from AI support, which is so sad to type out loud. reply miyuru 1 day ago | parent | prev | next [–] take screenshots of the responses and do a chargeback. reply tocariimaa 1 day ago | parent | prev | next [–] Are there alternatives that don't slurp in the remaining unused credits every new month? OpenRouter credits carry to the next month up to a year so that's why I use it. reply weberer 1 day ago | root | parent | next [–] AWS Bedrock is good with billing and customer service, but they don't offer as many models. reply predkambrij 1 day ago | parent | prev | next [–] I did get a response when sending to support@openrouter.ai about a year ago (complaining about some information claims), not about my account. reply frenchtoast8 1 day ago | root | parent | next [–] I emailed them a few days ago and the automated reply says to expect a week for a response. That wouldn’t be concerning except on Discord there are people begging for help after waiting multiple weeks. reply dominick-cc 1 day ago | parent | prev | next [–] That's crazy. Thanks for the heads up. reply enraged_camel 1 day ago | parent | prev | next [–] Yeah their support is non-existent. It's actually mind-blowing that so many people use it. reply bellowsgulch 1 day ago | parent | prev | next [–] Thanks, might move our corporate accounts over to proxy billing now. reply XCSme 2 days ago | prev | next [–] That's some crazy SVG generation: https://aibenchy.com/compare/openai-gpt-6-astra-high/google-... It took a while to test it, initially OpenRouter was giving Not Found errors for this model ID. reply satvikpendem 2 days ago | parent | next [–] That's quite shocking, at a sufficiently advanced level we can make all non-realistic graphics purely out of SVGs, as they'd have good scaling for things like logos and app icons. I know it was technically and theoretically possible before AI but most people weren't spending hours tweaking SVG HTML. I remember making an SVG dark mode toggle icon and it took days to get it right, I assume it's one shottable now. reply dprkh 2 days ago | root | parent | next [–] I thought all the designers have been using vector graphics for a long time now. reply mceachen 2 days ago | root | parent | next [–] Aldus Freehand 1.0 was released in 1988. Adobe Illustrator was first released in 1987. reply embedding-shape 1 day ago | root | parent | prev | next [–] "Designer" is a very broad term and can mean very different things to different people, not everyone is doing stuff that can be represented nicely by vectors. reply dprkh 1 day ago | root | parent | next [–] What's the term for the kind of designer who does vector graphics? Graphic designer? reply kulahan 2 days ago | root | parent | prev | next [–] That photo looks pretty hilariously stupid, so this appears to be more of a first toe dip rather than some indication we can one-shot a previously difficult process. reply appplication 2 days ago | root | parent | next [–] Sure, it is a bit cartoonish but it’s relatively impressive. I do wonder what you would get if you asked for photorealism reply redox99 2 days ago | root | parent | next [–] The problem is not photorealism. The SVG is outright dumb, its on the wrong side of the table, the table has fucked up geometry (its tilted) and many more minor flaws. reply XCSme 1 day ago | root | parent | next [–] That's true, if it really "knows" stuff, a bit weird to have basic flaws like 2 mouths, and sitting on the side... reply embedding-shape 2 days ago | parent | prev | next [–] At the bottom it says "Score 98.58", what measure is used for this score? It's kind of horrible, the perspective is all off (legs of the table makes that very obvious), the mouse/hamster has two mouths, a stub for a right paw, looks like left hand holds a melon on a stick or something, and there are pluses in the background for some reason. Not sure it'd call it "close to perfect" which the score seems to want to indicate. reply XCSme 2 days ago | root | parent | next [–] Do you prefer the fable one? It's more "correct" but looks a lot worse in my opinion: https://aibenchy.com/compare/openai-gpt-6-astra-high/google-... reply kulahan 2 days ago | root | parent | next [–] No, both of them look awful. I genuinely am unsure if this is a meme you're making that's going over my head...? reply XCSme 2 days ago | root | parent | next [–] Well, this was the state of SVG generation until a few months ago: https://aibenchy.com/showcase/?page=2#showcase=67fc6d6c8e4c3... https://aibenchy.com/showcase/?page=3#showcase=c215b5c915da6... reply kulahan 1 day ago | root | parent | next [–] Ah, okay, that makes a lot more sense! Thanks! reply XCSme 2 days ago | root | parent | prev | next [–] Yeah, that's confusing, the score is for the entire benchmark, not for SVG generation only. Good point about the mouths, I just noticed, lol Imo, it's still better than most models, I personally like the stylized perspective. You can view here all generations for all models: https://aibenchy.com/showcase/ reply kzrdude 1 day ago | root | parent | prev | next [–] And not to mention, the hamster is standing at the wrong end of the table. reply sehugg 1 day ago | root | parent | next [–] And also the hamster has two mouths reply embedding-shape 1 day ago | root | parent | next [–] I think it might be standing at the wrong edge of the table too, worth adding. reply embedding-shape 1 day ago | root | parent | prev | next [–] Incredible, I've played table-tennis since I was like 14, and I didn't notice that egregious error yet I noticed all the other small ones! Thanks for pointing that out, should have been very obvious. reply XCSme 2 days ago | root | parent | prev | next [–] I've replaced "Score" there with model ranking, to reduce confusion, thanks for the feedback! reply embedding-shape 1 day ago | root | parent | next [–] Now I'm wondering why it's ranked #4 instead, not sure this reduced confusion :P What panel of judges are you using for scoring/ranking this? Seems subjective enough to not be able to be ranked/scored at all reply XCSme 1 day ago | root | parent | next [–] Yeah, ranking is for entire model, not only SVG generation. Maybe I remove it entirely and add generation date instead. I was thinking to manually grade/rank the SVGs, but I decided against it, as it is indeed subjective. I was thinking it could have at least a simple objective check (hamster doesn't have extra or missing parts, table has 2 sides, and net is in the middle, etc.). reply readams 2 days ago | parent | prev | next [–] The Astra one looks pretty good except it's standing on the wrong side of the table reply PUSH_AX 11 hours ago | root | parent | next [–] Which to me puts it firmly in the slop category. Why do people think this is good? reply viccis 1 day ago | parent | prev | next [–] >AGI >Playing ping pong from the side of the table I think marketing might be getting a bit absurd at this point reply mawadev 1 day ago | root | parent | next [–] I must live in a different world or it feels like I'm reading LLM generated comments, but who exactly is falling for this marketing? I even keep seeing obvious stealth marketing like this: " and how do I use it with in " reply jubilanti 1 day ago | root | parent | next [–] > who exactly is falling for this marketing? The entire mainstream media and political establishment, and every normie I meet is convinced Skynet is already upon us reply ryanschaefer 1 day ago | root | parent | prev | next [–] For me it’s the two mouths reply MisterMunchkin 1 day ago | prev | next [–] $10/$50 is incredibly expensive compared to Chinese models which are cents. I think they’re really going to struggle selling these models long-term. My company is already massively cutting down on access because they’ve realised most people don’t actually produce any value using it. All the tokenmaxers have ruined it for the rest of us now that accounting have seen the costs. reply kolinko 1 day ago | parent | next [–] It's like saying you're not paying for senior level engineers because you can get juniors for quarter the price per hour. reply wilkystyle 1 day ago | root | parent | next [–] Assuming what GP said is accurate (tokenmaxxers not delivering more value for the usage), the analogy is more like realizing the seniors you hired aren't actually producing any better results than juniors you could get for a quarter of the cost. reply kolinko 19 hours ago | root | parent | next [–] Well sure, diminishing returns are a thing. reply bigyabai 1 day ago | root | parent | prev | next [–] If the assignment isn't a 600,000 SLOC greenfield superproject, that's a perfectly acceptable alternative. reply sschueller 1 day ago | root | parent | prev | next [–] Not like companies to fire senior engineers and then hiring two juniors to replace them to optimize expenses... /s reply kolinko 1 day ago | root | parent | next [–] An official motto of a president of one of the biggest software companies in Poland (Comarch) was "you can replace any experienced engineer with a finite amount of sutdents... for half of the cost". It must be super interesting working there rn :D reply wookmaster 1 day ago | parent | prev | next [–] My company literally mandated tokenmaxxing while all the engineers told them this was a bad idea. reply gentlewater 1 day ago | parent | prev | next [–] Not really comparable IMO. Astra and Fable are not the every day workhorse you reach for to do basic tasks (unless your company has fuck you-money), they’re the tool you break out when you need the absolute strongest performance. There are plenty of tasks where finding and fixing one or two extra edge cases saves the business a lot of money, even if the cost is high. The best example would be scanning for vulnerabilities, if these models weren’t kneecapped in that area. reply ghosty141 1 day ago | root | parent | next [–] We have ChatGPT Pro at work and I usually use Terra medium/high and only bring out Sol High when the big or feature actually requires "thinking"/complex behavior. This has worked pretty well for me and it's very token efficient reply yurishimo 1 day ago | root | parent | next [–] How much code are you shipping in a day? I find I can pretty comfortable use Sol high most of the day and stay within the 5 hour limit. I’ve got too many meetings to allow me time to write code continuously for an entire day. I usually finish about one ticket a day and then review 1-3 tickets for my colleagues. reply ghosty141 1 day ago | root | parent | next [–] We have a very lean development process and are in early stages of releasing the software, so almost no meetings and 90% of my time is development time (obv I talk with colleagues etc in that time). For example working with yocto eats through tokens like crazy since codex has to work with a pretty big codebase and look up tons of stuff. reply KptMarchewa 1 day ago | parent | prev | next [–] the only thing that matters is cost per task. Astra seems to be massively efficient. reply simianwords 1 day ago | root | parent | next [–] No it doesn't. Any source? reply kingstnap 2 days ago | prev | next [–] Its also available finally to Pro users! Just took 24 hours. reply InsideOutSanta 2 days ago | parent | next [–] They gave out bankable resets for every day people on pro plans didn't get Astra. Given that, I wish they'd waited a few more days before activating it on my account :-D reply embedding-shape 2 days ago | root | parent | next [–] > They gave out bankable resets for every day people on pro plans didn't get Astra. Yeah, when I saw that Tweet I knew the person was saying it because they knew it'll be available within 24h. reply wincy 1 day ago | root | parent | next [–] I must have been one of the last ones to get it because I managed to snag two bankable resets. Already reset once after having it clear up geometry in Blender, but it did a fantastic job! reply wincy 2 days ago | root | parent | prev | next [–] They haven’t activated Astra for me yet, I have two resets now. I’ve been using the opportunity to test out how good 5.6 Sol is at computer use asking it to generate stuff in Blender which has been… interesting Edit: nevermind it JUST gave me a notification to use it! reply paxys 2 days ago | root | parent | prev | next [–] That's a pretty genius internal incentive to move fast. reply saidnooneever 1 day ago | prev | next [–] in the middel of a coding session with 5.6 sol. astra popped up, swapped, asked review, it fixed a few really critical bugs immediately. pretty nice. one around some resource lifetimes in a rendering pipeline which would have been a nightmare to find manually. almost had the feelin it was watching its little brother fail and had to 'step in' for a moment :'). time to go play outside... reply sumedh 2 days ago | prev | next [–] Just got access to it on Plus plan in Australia. 2 Banked resets as well. reply killerstorm 1 day ago | prev | next [–] I tried it with some humanities questions and with the default OR system prompt (no prompt?) it seems to be rather mild - lacking usual AI mannerisms. Kinda cool. reply cmrdporcupine 1 day ago | parent | next [–] I'm appreciating Astra writes much more humanely somehow than Sol did, and certainly better than the Anthropic models. It's terse, like all GPT models by default, but the sentences feel less obscurantist. It's also more pro-active about problem solving. reply theagenticleade 1 day ago | prev | next [–] This feels like a genuine step change in AI development. Inline with Dec 2025 release of Opus 4.6. Where do we go from here?? reply sejje 1 day ago | parent | next [–] Faster; cheaper. reply kzrdude 1 day ago | prev | next [–] The names, I thought they were going to keep Sol, Terra, Luna for a while (while increasing versions). Are names like Sol and Astra really burned as one-offs? I think that's a waste of a good model name. Hope they keep them going with updates, as nicknames for the various model sizes on offer. reply kdnvk 1 day ago | parent | next [–] Astra is a fourth tier above Sol, analogous to Fable and Opus. reply 1saadcodes 1 day ago | prev | next [–] The higher price seems less important if it actually gets the job done with fewer tokens. I'm still very worried that this will end up coming back to bite us, by becoming more expensive once they inevitably nerf it. Every major model provider does that now after all reply vb-8448 2 days ago | prev | next [–] Played in codex app a couple of hours today: it feels much faster than SOL, even if the TPS is half of it. reply WASDx 1 day ago | parent | next [–] Likely because it uses fewer thinking tokens (that you don't see anyways). reply algoth1 2 days ago | prev | next [–] Just got it. European plus user here. Only codex, no chatgpt reply friendlypenguin 1 day ago | prev | next [–] I was really hoping for Astra to be less expensive then Opus... reply redox99 1 day ago | parent | next [–] It is (uses way less tokens) reply simianwords 1 day ago | root | parent | next [–] No it isn't cheaper, any source for task vs price comparison to Sol? Edit: GPT-6 Astra (low): 57 Intelligence Index, $7.70/M tokens GPT-5.6 Sol (high): 57 Intelligence Index, $3.08/M tokens So for the same measured intelligence, Sol costs only 40% as much — i.e. ~60% cheaper, while Astra is ~2.5× more expensive. Why is the burden of proof on me tho!? reply slopinthebag 1 day ago | root | parent | next [–] they said opus, not sol, it's cheaper than opus by almost half at max. astra high is also 3x cheaper than opus max at basically the same intelligence. astra high is also about as expensive as sol max while being more intelligent. astra medium is cheaper than sol max while also being cheaper and roughly same intelligence. im going to replace my sol usage with astra high/medium i think caveat: benchmarks are really fuzzy with llms reply haaz 1 day ago | root | parent | prev | next [–] Astra is obviously better than sol. Look at the benchmarks, astra medium costs the same as sol X high whilst costing the same per task https://artificialanalysis.ai/models/releases/gpt-6-astra reply ygty 7 hours ago | root | parent | prev | next [–] Why do you always write shit posts but never respond when called out? reply wickedsight 1 day ago | root | parent | prev | next [–] This is the second comment I see where you write "no it isn't", without providing a source for your statement. Then you follow it by asking for a source. So is there a source you can provide to back up your statement? reply dgellow 1 day ago | root | parent | next [–] It’s supposed to work the other way, if you make a positive claim that it is cheaper, where is your proof? reply d2p 1 day ago | prev | next [–] Odd that the tool call failure rate is so high (5%) for the OpenAI provider than Azure (0.2-0.5%). reply thenthenthen 15 hours ago | prev | next [–] Anyone tried it for pcb/circuit design yet? reply ebiester 1 day ago | prev | next [–] For those on plus, are you seeing astra limited to medium? Considering the rate limits that probably makes sense, but I'm wondering what different groups have access to. reply starik36 2 days ago | prev | next [–] What is the actual utility of using this model on Azure? It's twice as expensive, according to the link. Do Azure offer something that simply hitting the OpenAI endpoint doesn't provide? reply hhh 2 days ago | parent | next [–] It's the same price as regular processing. You get guarantees microsoft give you, which are ones OpenAI won't (or require dedicated spend,) and you can use azure identities for access. reply claiir 2 days ago | parent | prev | next [–] They’re ZDR and the OAI ones aren’t reply nibbleyou 2 days ago | root | parent | next [–] Does anyone know if it is not ZDR on the codex app usage too. I am assuming it isn't reply olalonde 2 days ago | root | parent | prev | next [–] WTHIT? reply spdustin 2 days ago | root | parent | next [–] ZDR = Zero Data Retention — they don't store your inputs/outputs. reply viccis 1 day ago | root | parent | next [–] AKA extortion reply DaSHacka 1 day ago | root | parent | next [–] More like the business tax reply Peanuts99 1 day ago | parent | prev | next [–] If you've got access to an Azure subscription and you don't pay the bill personally. reply itsjustkev 2 days ago | parent | prev | next [–] Compared to OpenAI flex? I'm pretty sure that is their batch processing endpoint, which is naturally cheaper. reply jaesonaras 2 days ago | prev | next [–] Anyone had success using Astra as a Foundry model via Github Copilot? The error I get is that tooling is not available if reasoning has a value. reply r_lee 2 days ago | prev | next [–] is Azure for this actually ZDR? reply jiggawatts 1 day ago | parent | next [–] It cracks me up that you have to ask in a public forum because the vendors purposefully obscure this critical information. The only reason most of my customers would use Azure Foundry instead of OpenAI directly is the ZDR assurance but it is so incredibly difficult to extract out of their model menu. There is no trivial way to block non-ZDR models either so every customer has to “vet” and individually approve models. If anyone from Microsoft is reading this: get your act together! You’re failing at the one thing people might want to pay you to do! reply r_lee 1 day ago | root | parent | next [–] from my understanding, ZDR for this is for vetted customers only + their whole "privacy preserving abuse monitoring" or whatever is active but again, seems like there's no word from Azure if this applies to them. very confusing. reply NSUserDefaults 1 day ago | prev | next [–] I misread the title as GPTA-6, wondering what sort of crazy crossover was happening. reply swe_dima 1 day ago | prev | next [–] According to the metrics the "fast" mode is not any faster... reply upcoming-sesame 1 day ago | prev | next [–] Any tips on using Astra as orchestrator with Luna workers efficiently in codex? reply logged4upvoting 1 day ago | parent | next [–] (This applies to Sol but probably works for Astra too) I've created with Sol a skill called Low Quota Mode that intends to reduce the use of tokens usages by the frontier (intelligent model) and delegate the use of bulk reading of docs/code and implementation to a sub-agent running Luna Max. Sol is asked to supervise, read the diffs and approves the commit/pr. The skill might need some iterations while you use it, for example at the end of a rough session you can ask Sol how did it went, which were the points of conflict with Luna and try to iron them little by little by editing the skill. Also in difficult tasks, ask to babysit the sub-agent model, I've seen it makes more effort into communication between frontier and sub-agent to guide the task with more care. So far it has reduced my tokens usage a lot (have not quantified but the quota lasts more). reply DrProtic 1 day ago | root | parent | next [–] Could you shoot us the github gist? reply gavinray 2 days ago | prev | next [–] I have GPT-6 access in Codex and OpenAI API now I'm a Business plan user with Cyber verification enabled, FWIW. reply embedding-shape 2 days ago | parent | next [–] Same just got access literally this minute, Pro user here, no Cyber verification but have passed my ID over to them back in 2024 or something, maybe at the ChatGPT 3 API launch or something? Has there been anything published about if Astra uses different amount of usage from your subscription plan compared to Sol? Don't recall coming across that in the press releases. reply christophilus 1 day ago | prev | next [–] Tangentially related, but Astra generated some of the worst Odin code I’ve ever seen. Turns out AGI is indistinguishable from an Oracle subcontractor who hates tech and hates his job. reply ellessarr 1 day ago | prev | next [–] 2× price only wins for review if it catches bugs the cheap model drops — nobody runs that test, everyone quotes the benchmark. reply azinman2 1 day ago | prev | next [–] I’m confused. I thought it was being only rolled out to select partners for now? reply cute_boi 2 days ago | prev | next [–] I got it, but sadly no resets... reply forrestthewoods 1 day ago | prev | next [–] Threw $10 at this to help me prepare for my league’s fantasy auction this weekend. It spend $3.50 and then said “this action would cause you to go above your spending limit”. Then I threw $100 for a Codex Max sub and it included Astra and it did it for me. Sure seems like Astra is expensive AF. reply vatsachak 2 days ago | prev | next [–] Damn I am so hyped reply Osama0456 2 days ago | prev | next [2 more] [flagged] r_lee 2 days ago | parent | next [–] that's literally what the link is for... reply 2 days ago | prev | next [2 more] [dead] taywrobel 2 days ago | parent | next [–] You made an account just to post this? reply thejassbrain 1 day ago | prev | next [–] great reply 6thbit 2 days ago | prev | next [–] Invoking simonw for pelicans pretty please. reply drivers99 2 days ago | parent | next [–] That's over here: https://news.ycombinator.com/item?id=49570643 reply Guidelines | FAQ | Lists | API | Security | Legal | Apply to YC | Contact