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So I tested GPT-6.1 Sol on real work: 2 repos, 105 planted bugs. Find and fix what you can. Unlike GPT-6 Sol, which was just a nerfed GPT-5.6 Terra, this one is real. The results: - GPT-6 Astra (max): 45 for $33 - GPT-6.1 Sol (max): 44 for $6.56 - GPT-5.6 Sol (max): 43.5 for $95.35 - Opus 5.5 (max): 41.7 for $58.53 - GPT-6 Sol (max): 29.3 for $9.33 With a model like this, the 50% cut to the $200 plan doesn't matter. n=1. More runs and results at more effort levels dropping in this thread ove

So I tested GPT-6.1 Sol on real work: 2 repos, 105 planted bugs. Find and fix w…
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Comments 42

  • @cyberpeterg Reply ♥ 0

    @PawelHuryn GPT 6.1 sol has been absolutely stupid for me. https://x.com/cyberpeterg/status/2105313537543303596?s=20

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    • @PawelHuryn Nested ♥ 8

      @TheHasnainK The answer key and specific bugs aren't public, but you can see a bug coverage here: https://bughunt.productcompass.pm/

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      • @tf3y Nested ♥ 1

        @PawelHuryn @TheHasnainK Why is Fable 5.1 not included?

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        • @PawelHuryn Nested ♥ 1

          @tf3y @TheHasnainK You can include it on the website. It's barely better than Opus 5.5. No point in using it right now, IMO.

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          • @PawelHuryn Nested ♥ 1

            @tf3y @TheHasnainK @tf3y, it's a single run, so the coverage looks less advanced. This single score is 1.3 points higher than the average for Opus 5.5 (n=3)

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  • @pelfiv Reply ♥ 0

    @PawelHuryn 44 bugs, $6.56. Cost-per-fix is the ladder.

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  • @borgerntendies Reply ♥ 0

    @PawelHuryn @grok sol 6.1 is clearly cutting into OAI's margins. Is this "race to the bottom" reminiscent of early 2000's internet prices? When did this race start? When did it end? Outcomes?

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  • @magdake2876 Reply ♥ 0

    @PawelHuryn Просто на подписке за 200$ можно было бы бесконечно пользоваться 6.1 sol ultra и не покупать кредиты, openai это непонравилось😂

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  • @heysrihari Reply ♥ 0

    @PawelHuryn do the fixes get checked for new bugs too, or just whether the planted ones are gone?

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  • @thierrybijou Reply ♥ 0

    @PawelHuryn Opus 5.5 at 41.7 for $58.53 against 6.1 Sol at 44 for $6.56 is the line that matters here. Once you log a few more runs, I'd love to see whether the misses overlap or whether Opus catches bugs Sol never touches, because that decides routing versus just picking one.

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  • @turkelitopcusu Reply ♥ 0

    @PawelHuryn how much you got from openai? "With a model like this, the 50% cut to the $200 plan doesn't matter." all these are just for this sentences to plant the idea it's ok. it's not ok bro.

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  • @Sercanvwty Reply ♥ 0

    @PawelHuryn Short: 6.1 Sol finally sits on the right shelf. Not the bug king. The king of cost per bug found.

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  • @icauro_ Reply ♥ 0

    @PawelHuryn There is alternative 3D visualization of the results, can make 3 axis comparison easier. https://icauro.com/toabundance?benchmark=bug-hunt

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  • @AlessandroScola Reply ♥ 0

    @PawelHuryn The only problem? "remove the xx button from the page" ... 'valutating bla bla bla' ..... 10 minutes later 'button removed, i'll now verify if the button is not visible' ..... . 15 minutes... 'the button is removed and not present on the page' (but still in temp page) 30m tot

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  • @Blum_OG Reply ♥ 0

    @PawelHuryn thanks for running this and sharing the test results!

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  • @travisfont Reply ♥ 0

    @PawelHuryn A bit useless to show the highest level of AI. The real challenge comes when you test on medium.

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  • @sturzstrom Reply ♥ 2

    @PawelHuryn is it just me or is gpt 6.1 sol slow? what tps are you getting?

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  • @IngIndexado Reply ♥ 0

    @PawelHuryn In terms of criticality (identifying more impactful bugs), was GPT-6.1 Sol on par with GPT-6 Astra and Fable 5.1? Btw, thanks for this, this is gold! 🤝

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  • @Mai8ja4z Reply ♥ 0

    @PawelHuryn https://x.com/SlovenskiGlas1/status/2105265982948180341

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  • @OM56271680 Reply ♥ 0

    @PawelHuryn GPT 6.1 Sol is basically a telenovela: the cast is great, young, and gorgeous, the costumes are stunning, but almost nothing actually happens. You could easily skip four episodes and still not miss a beat.

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  • @jakestone2306 Reply ♥ 1

    @PawelHuryn Glad you're adding n=3. I'd put a bug-by-bug stability view next to the totals: fixing 44 different bugs each run creates a different review workload from reliably fixing the same 44.

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    • @PawelHuryn Nested ♥ 2

      @jakestone2306 It's not 100% deterministic. Bugs differ a lot between runs. This view: https://bughunt.productcompass.pm/?preset=featured&view=coverage

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      • @SvenMeyer Nested ♥ 0

        @PawelHuryn @jakestone2306 GPT-5.6 Sol + GPT-6.1 Sol looks like an interesting combination or is it just a coincidence that one finds bugs at the end the other one missed ?

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        • @SvenMeyer Nested ♥ 0

          @PawelHuryn @jakestone2306 Uh, just saw that GPT-5.6 Sol is horrible expensive, I would get away cheaper with Astra ! ... but combination of multiple models might be a cost effective approach to try.

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          • @jakestone2306 Nested ♥ 0

            @SvenMeyer It could be complementary coverage, or just run-to-run variation. I'd compare two passes of one model with one pass each of two models, at the same total budget. Count newly fixed bugs on the second pass, not just the combined score.

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  • @lau65536 Reply ♥ 0

    @PawelHuryn For finding bugs, does it make sense to first run Sol 6.1. Then run Opus 5.5 with the knowledge of known bugs from Sol. Can it lower the total cost while catching more bugs?

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  • @WirMachenAuf_de Reply ♥ 1

    @PawelHuryn i used 6.1 for bug findings. it was much better than opus 5.5. but opus is much better in performance, design and smart code

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  • @laugh2MuchSoMB Reply ♥ 0

    @PawelHuryn 跟我在實際工作中使用6.1 sol xhigh 的體感一樣,有好又省!好像有點慢?

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  • @sapientwilight Reply ♥ 0

    @PawelHuryn I would advise against testing every model on Max reasoning. Most tend perform better on Medium or High, like my test here where Terra and Luna both suffer on Max:

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  • @taoyetouzi Reply ♥ 0

    @PawelHuryn The real story is the price ratio, not the score — 44 bugs for $6.56 vs 45 for $33. At one-fifth the cost you can just run five passes and brute-force the gap. Makes the whole "Astra got shelved for safety" line look more like a pricing problem.

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  • @iae2499 Reply ♥ 0

    @PawelHuryn 6.1 sol’s performance for the price is honestly wild.

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  • @JDisclosur94877 Reply ♥ 0

    @PawelHuryn Would be nice to see amount of slop and regressions introduced. Gemini for me was terrible for fixing things, it wasn't using good architecture, patterns and introduced a lot of regression. But the results may actually vary by how good your agentic context is in the workspace.

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