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@swyx· @swyx · X·· 2026-06-10AI 评分52
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swyx 宣布 Mythos 上线,已接入 Cognition 的 Devin,按 1.4x ACUs 计价。他称 Mythos/Fable 的后训练把测试时计算用于解决超长任务,单个任务可达数十人时当量、数百美元成本,并称这是首次被测量。在 FC Diamond 上,Opus 4.8 与 GPT 5.5 都无法随投入显著提升分数。

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Mythos is live! so excited to have our FrontierCode recognized as the next frontier coding bench.

on FC Diamond, BOTH Opus 4.8 and GPT 5.5 don't meaningfully scale with effort, which many of you caught yesterday.

Mythos/Fable posttraining have really applied that test time compute toward solving very, very long running problems - dozens of human hour equivalents, hundreds of dollars per task, for the first time ever measured.

Available now in @Cognition @Devin for only 1.4x ACUs too! (I never thought i'd see this launch lol)

引用swyx (@swyx)@swyx
It's finally out!!! @METR_Evals found that more than half of SWEBench results is unmergeable slop. FrontierCode represents over 1000+ hours of maintainer validated software engineering work most frontier models cannot yet solve, much less solve with high quality. Cog had IOI Gold medalists and top code maintainers Look At The Data — FrontierCode includes 3000+ rubrics covering code quality and anticheat reward hacking plaguing other benchmarks. FC Diamond is so hard that Opus 4.8 scores 13.8%. Three eras of AI coding : Three eras of benchmarks 2021 • Autocomplete : HumanEval 2023 • Passing Tests: SWEBench, TerminalBench 2026 • Maintainable Code: FrontierCode to me the most beautiful chart when I requested a special historical run into all extant old models, the data was finding that the easiest third of FC tasks (in FC Extended) were rapidlly and suddenly solved over late 2025 - Opus almost doubled from a 41% pass rate to 74% in 4 months. This describes the "WTF happened in Dec 2025" vibe shift that a lot of folks from @dhh to @karpathy have called out: it is the difference between getting 95% success in 2 rerolls vs 6, making it finally feasible to go up the next layer of abstraction in agentic coding, eg @GeoffreyHuntley's ralph loops or @bcherny's /goals or @steipete's "loops that prompt your agents" without fearing too much that things go off the rails. My guess: as AI accelerates from here, each FrontierCode tier will saturate in sequence, hopefully ~annually. I've already asked the team to prepare FrontierCode 2027.... The old mountains will be destroyed. Their rubble becomes regolith. And from that regolith, the next model forest grows. Circle of life.
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