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English(EN) Claude Fable 5.1 Drops: 75% Cheaper Context Caching, But It’s Actually More Expensive

Anthropic 的 Claude Fable 5.1 发布,基准测试有所提升,成本引发争议 · 已追踪 10 个来源

Anthropic 发布了其新一代 AI 模型 Claude Fable 5.1,现已在 Cursor 和 Perplexity 等平台上可用。此次发布在基准测试方面取得了显著进步,尤其是在智能体任务和减少对良性查询的拒绝方面。然而,定价结构仍然是讨论的焦点,实际成本因缓存命中率和工作负载类型而异,引发了关于其是否物有所值(与 Opus 5 相比价格翻倍)的争论。 AI

影响 在智能体任务上设定了新的 SOTA(State-of-the-Art),并减少了拒绝率,可能影响企业采用和成本效益计算。

排序理由 前沿模型发布,附带系统卡和基准测试数据。

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Anthropic 的 Claude Fable 5.1 发布,基准测试有所提升,成本引发争议 · 已追踪 10 个来源

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报道来源 [36]

  1. X — Cursor (AI IDE) TIER_1 English(EN) · cursor_ai ·

    Cursor现已推出Claude Fable 5.1!

    Claude Fable 5.1 is now available in Cursor! It's the most capable model we’ve run on CursorBench 3.2, scoring 73.4% at max effort. We found it especially skilled at verifying its own work, allowing it to take on difficult coding tasks from start to finish.

  2. X — Perplexity TIER_1 English(EN) · perplexity_ai ·

    Claude Fable 5.1 现已在 Perplexity Computer 上向 Pro 和 Max 订阅用户推出。

    Claude Fable 5.1 is now available in Perplexity Computer for Pro and Max subscribers. It ranked first in our August WANDR evaluation at 0.601 and $12.76 per task, a 21% higher score and 37% lower cost than Fable 5. https://t.co/dYhkTZnngo

  3. dev.to — Claude Code tag TIER_1 English(EN) · RAXXO Studios ·

    Claude Fable 5.1 性能测试:所有数据对比

    <ul> <li><p>Fable 5.1 more than doubles Fable 5 on Terminal-Bench-Science, 52.6 percent against 24.7</p></li> <li><p>Cache reads drop from 1.00 to 0.25 dollars per million tokens, a 75 percent cut that input and output pricing do not show</p></li> <li><p>It beats Opus 5 on all ni…

  4. dev.to — Claude Code tag TIER_1 English(EN) · RAXXO Studios ·

    Claude Fable 5.1 对比 Opus 5:哪个更值回票价

    <ul> <li><p>Fable 5.1 costs twice what Opus 5 does on input and output, and the benchmark gaps do not justify that for most work</p></li> <li><p>On single hard questions the two are within 1.4 points, so Opus 5 is the value pick</p></li> <li><p>On long unattended agent runs the g…

  5. dev.to — Claude Code tag TIER_1 English(EN) · RAXXO Studios ·

    Claude Fable 5.1 拒绝得更少:实际发生了什么变化

    <ul> <li><p>Fable 5.1 refuses benign elementary biology and medical questions 85 percent less often than Fable 5</p></li> <li><p>Cybersecurity false positives are down 60 percent, and identifying vulnerabilities is now allowed while exploit generation is not</p></li> <li><p>A ref…

  6. Medium — Claude tag TIER_1 English(EN) · Yashraj Behera ·

    Claude Fable 5.1 会检查自己的工作吗?我弄坏了 10 个仓库来查看

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://pub.towardsai.net/does-claude-fable-5-1-check-its-own-work-i-broke-10-repos-to-see-b99aa8faaff6?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/1376/1*Mb_0VELWbcw8ch_rs--Awg.jpeg" …

  7. dev.to — Anthropic tag TIER_1 English(EN) · Mecanik1337 ·

    Claude Fable 5 和 Opus 4.8:2026 全指南

    <p><strong>Claude Fable 5</strong> has quickly become the center of discussion among software engineering teams since its early June 2026 launch. The model is Anthropic's most powerful reasoning engine to date. Anthropic designed the model specifically to handle complex coding an…

  8. Medium — Claude tag TIER_1 English(EN) · Jerry PM ·

    关于 Claude Fable 5.1 你应该知道的 7 件事

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://21zerixpm.medium.com/7-things-you-should-know-about-claude-fable-5-1-d0c7555315a8?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/2400/1*LnNGY5CAxKPCowaj82xhnw.png" width="2400" />…

  9. Medium — Claude tag TIER_1 English(EN) · Gian Luca Bailo, Ph.D. ·

    Claude Fable 5.1 已发布。我让它以 50 帧/秒的速度在八个方向上滚动 Commodore 64。

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://pub.towardsai.net/claude-fable-5-1-just-shipped-i-made-it-scroll-a-commodore-64-in-eight-directions-at-50-fps-5d2bbf07f8c3?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/1024/1*cP…

  10. Medium — Claude tag TIER_1 Français(FR) · Jonathan Kam ·

    Claude Fable 5.1:性能、价格和实际用途

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://jonathankam.medium.com/claude-fable-5-1-performances-prix-et-vrais-usages-a4d3bece4366?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/1440/1*Bbzr4-BW6FN0MX_vO3vzpg.png" width="144…

  11. Medium — Claude tag TIER_1 English(EN) · The Human Prompt ·

    使用 Claude Fable 5.1 进行写作工作流后,我的看法有所不同

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://rasoolshah0072.medium.com/i-see-claude-fable-5-1-differently-after-using-it-for-my-writing-workflow-e77237402688?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/2600/0*gowzCf_iPrND…

  12. Medium — Anthropic tag TIER_1 English(EN) · Milan Danushka ·

    Claude 刚刚发布了一个不会在初稿后停止的模型 — Fable 5.1 究竟是怎样的

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/ai-tomorrow/claude-just-shipped-a-model-that-doesnt-stop-after-the-first-draft-here-s-what-fable-5-1-bf1afd7aa5a2?source=rss------anthropic-5"><img src="https://cdn-images-1.medium.com/max/1672…

  13. Medium — AI coding tag TIER_1 English(EN) · Anil Sharma ·

    Claude Fable 5.1 现已推出。这不仅仅是又一次 AI 升级。

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@anil.futuristic/claude-fable-5-1-is-here-this-isnt-just-another-ai-upgrade-857b0558dccf?source=rss------ai_coding-5"><img src="https://cdn-images-1.medium.com/max/1672/1*pZPUCoFHCBnMq2JAL6SCvw…

  14. Medium — Claude tag TIER_1 English(EN) · Dig Trace ·

    Claude Fable 5.1 详解:工作原理及使用价值

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@digtrace/claude-fable-5-1-explained-how-it-works-and-when-its-worth-using-bc60382dbe1d?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/2060/1*n9Dg3L3sX_mW8YGCLhtQGg.jpe…

  15. Medium — Claude tag TIER_1 English(EN) · Precious Chindongo Thundu ·

    Claude Fable 5.1 并不便宜。缓存命中率才便宜。在做完这笔计算之前,不要从 Opus 5 切换。

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@precious.chindongo/claude-fable-5-1-isnt-cheaper-cache-hits-are-don-t-switch-from-opus-5-until-you-do-this-math-4e0491676110?source=rss------claude-5"><img src="https://cdn-images-1.medium.com…

  16. Medium — Claude tag TIER_1 English(EN) · Shivendra Sonkar ·

    Claude Fable 5.1 简明解释

    <div class="medium-feed-item"><p class="medium-feed-snippet">Anthropic shipped two models on 1 September. Here is what actually changed.</p><p class="medium-feed-link"><a href="https://medium.com/@sanusonkar1/claude-fable-5-1-explained-simply-8294c06826e7?source=rss------claude-5…

  17. Medium — Claude tag TIER_1 English(EN) · Shashwat ·

    如何精通 Claude Fable 5.1 哈哈哈(它昨天发布的)

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://ai.plainenglish.io/how-to-master-claude-fable-5-1-lmao-it-released-yesterday-99cb8c940ed2?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/2600/0*3QqMUTdkfrlQaDem" width="6000" /></…

  18. Medium — Anthropic tag TIER_1 English(EN) · Milan Danushka ·

    Claude Fable 5.1 现已发布 — 基准测试结果令人满意,但一项成本声明引发争议

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/ai-tomorrow/claude-fable-5-1-is-here-the-benchmarks-check-out-but-one-cost-claim-is-being-disputed-40e5854bb019?source=rss------anthropic-5"><img src="https://cdn-images-1.medium.com/max/1672/1…

  19. Medium — Claude tag TIER_1 English(EN) · Jerry PM ·

    Claude Fable 5.1:实际有哪些变化

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://21zerixpm.medium.com/claude-fable-5-1-what-actually-changed-4f285ebf65ed?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/2400/1*DhJKRlkrSsnrQBenBekjyg.png" width="2400" /></a></p><…

  20. Medium — Anthropic tag TIER_1 English(EN) · AI Engineering ·

    Claude Fable 5.1 发布:上下文缓存便宜 75%,但实际成本更高

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://ai-engineering-trend.medium.com/claude-fable-5-1-drops-75-cheaper-context-caching-but-its-actually-more-expensive-ea7289f67389?source=rss------anthropic-5"><img src="https://cdn-images-1.medium.com/max/60…

  21. Medium — Claude tag TIER_1 English(EN) · Joe Njenga ·

    Claude Fable 5.1 发布:详细解析在此

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@joe.njenga/claude-fable-5-1-is-out-heres-the-breakdown-f52fde88fa47?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/913/1*FZ_2xs9T2-oWYihBInZcVw.png" width="913" /></a>…

  22. Medium — Claude tag TIER_1 English(EN) · Jay Dobariya ·

    Claude Fable 5.1 现已推出 - 这一次确实意义重大

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/devops-ai-decoded/claude-fable-5-1-is-here-and-this-one-actually-matters-0d339448be8e?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/600/1*82HviLvXwuHgVEfqwIaFXA.png" w…

  23. dev.to — LLM tag TIER_1 English(EN) · Alex Cloudstar ·

    Claude Fable 5.1 评测:基准测试有所提升,但缓存降价才是真正的发布亮点

    <h1> Claude Fable 5.1 Review </h1> <p>When Anthropic shipped <a href="https://dev.to/blog/claude-fable-5-review-benchmarks-developer-guide-2026/">Claude Fable 5</a> in June, I wrote that the price doubling was the headline, not the benchmarks. Ten dollars per million input tokens…

  24. dev.to — LLM tag TIER_1 English(EN) · Jenny Met ·

    Claude Fable 5.1 对比 Fable 5:输出效率、正确性以及永不报错的重大变更

    <p>Test date: 2026-09-03 (Asia/Shanghai)<br /> Base URL: <code>https://cn.crazyrouter.com</code><br /> Endpoint: <code>POST /v1/messages</code><br /> Models: <code>claude-fable-5-1</code>, <code>claude-fable-5</code></p> <h2> TL;DR </h2> <p>Most Fable 5.1 coverage restates the sa…

  25. dev.to — LLM tag TIER_1 English(EN) · SharpHaw ·

    Claude Fable 5.1 在没有代码更改的情况下表现不同。这是我现在交给它的内容

    <p><em>Disclosure: this piece was drafted with Claude Fable 5.1 on its launch day, inside the pipeline that writes every SharpHaw post. I read it, corrected it and edited it before it went out.</em></p> <p>Anthropic shipped Claude Fable 5.1 on 1 September. The benchmarks are in e…

  26. dev.to — LLM tag TIER_1 Türkçe(TR) · Tobias Hoffmann ·

    Claude Fable 5.1 迁移:Fable 5 或 Opus 5 的所有重大变更

    <p>Claude Fable 5.1'e geçiş çoğunlukla model kimliğini değiştirmekten ibarettir. API yüzeyi, limitler, jeton başına fiyatlandırma, tokenize edici, her zaman açık uyarlanabilir düşünme ve reddetme yönetimi Fable 5 ile aynıdır. Ancak Fable 5'in döndürmediği üç yeni hata vardır. Bun…

  27. dev.to — LLM tag TIER_1 Türkçe(TR) · Tobias Hoffmann ·

    Claude Fable 5.1 对比 Fable 5:有哪些变化?你是否应该升级?

    <h1> Claude Fable 5.1 ve Fable 5: Yükseltme Değer mi? </h1> <p>Claude Fable 5.1, 1 Eylül 2026'da Fable 5'in yerini aldı. Milyon token başına giriş ve çıkış fiyatları 10 ve 50 dolar olarak aynı kalırken, önbellek okuma ücreti milyon token başına 1 dolardan 0,25 dolara düştü. Anthr…

  28. dev.to — LLM tag TIER_1 ไทย(TH) · Thanawat Wongchai ·

    Claude Fable 5.1 对比 Fable 5:有哪些变化?是否应该升级?

    <p>Claude Fable 5.1 เข้ามาแทนที่ Fable 5 เมื่อวันที่ 1 กันยายน 2026 โดยคงราคาอินพุตและเอาต์พุตไว้ที่ 10 ดอลลาร์และ 50 ดอลลาร์ต่อล้านโทเค็น แต่ลดค่าอ่านแคชจาก 1 ดอลลาร์เหลือ 0.25 ดอลลาร์ต่อล้านโทเค็น พร้อมประสิทธิภาพที่ดีขึ้นในทุกเกณฑ์มาตรฐานที่ Anthropic เผยแพร่ Fable 5 ยังคงให้บ…

  29. dev.to — LLM tag TIER_1 ไทย(TH) · Thanawat Wongchai ·

    将 Claude Fable 5.1 从 Fable 5 或 Opus 5 升级:所有重大更改

    <h1> คู่มือย้ายไปใช้ Claude Fable 5.1: จุดที่ต้องแก้และวิธีทดสอบ </h1> <p>การย้ายไปใช้ Claude Fable 5.1 ส่วนใหญ่เป็นเพียงการเปลี่ยนโมเดล ID แต่มีความแตกต่างสามรายการที่อาจทำให้คำขอเดิมเกิดข้อผิดพลาด ได้แก่ การบังคับใช้เครื่องมือ การอ่านบล็อกความคิดข้ามโมเดล และการตรวจสอบการแก้ไขป…

  30. Mastodon — mastodon.social TIER_1 العربية(AR) · DzTechs ·

    🚀 Claude Fable 5.1 现已推出:一个提示揭示了其真正的潜力 立即尝试 Claude Fable 5.1!一个独特的提示展示了其惊人的真实能力以及它将如何彻底改变...

    🚀 Claude Fable 5.1 متوفر الآن: موجه واحد يوضح إمكانياته الحقيقية جرب Claude Fable 5.1 الآن! موجه واحد فريد يوضح قدراته الحقيقية المذهلة وكيف سيحدث ثورة في طريقة عملك وتفكيرك. 🔗 اقرأ المقال كاملاً: https://www. dztecs.com/ai/claude-fable-5-1 -is-here-this-one-prompt-shows-what-it-…

  31. Mastodon — mastodon.social TIER_1 English(EN) · mr_viind ·

    Claude Fable 5.1:先检查你的版本 Claude Fable 5.1 已发布,并包含在 Max 中。claude --version 需要 2.1.257 claude update /model claude-fable-

    Claude Fable 5.1: check your version first Claude Fable 5.1 is out, and it is included on Max. claude --version needs 2.1.257 claude update /model claude-fable-5-1 Both of my machines were too old to run it. Check yours first. What version is your Claude on right now? Full breakd…

  32. r/Anthropic TIER_1 English(EN) · /u/BasicsOnly ·

    Claude Fable 5.1 提示文档发布

    <table> <tr><td> <a href="https://www.reddit.com/r/Anthropic/comments/1w4jtfa/claude_fable_51_prompting_documentation_released/"> <img alt="Claude Fable 5.1 prompting documentation released" src="https://external-preview.redd.it/ZrlsT1hg0eI_WBAKZpS-uWtvalClede_SudSIk5HWeU.png?wid…

  33. r/OpenAI TIER_2 English(EN) · /u/RFOK ·

    Fable 5.1 性能超越 Fable 5、Opus 5 及 GPT‑5.6 Sol。是时候公布 GPT-6 Astra 了吗?

    <!-- SC_OFF --><div class="md"><p>I tried Fable 5.1 and I can confirm it already surpasses Fable 5, Opus 5, and GPT‑5.6 Sol.<br /> While its results are ALMOST impressive, but he cost of Fable 5.1 is unacceptably too high(the DNA of Anthropic and its weak point). </p> <p>Consider…

  34. r/ClaudeAI TIER_2 Français(FR) · /u/Miserable-Archer-631 ·

    Claude Fable 5.1

    <table> <tr><td> <a href="https://www.reddit.com/r/ClaudeAI/comments/1w4k4pz/claude_fable_51/"> <img alt="Claude Fable 5.1" src="https://preview.redd.it/tfs74xh1aymh1.png?width=640&amp;crop=smart&amp;auto=webp&amp;s=9356636b045013f4f14ec39cc2fb271445e69e2d" title="Claude Fable 5.…

  35. r/singularity TIER_2 English(EN) · /u/PerformanceRound7913 ·

    根据人工智能分析指数,Muse 1.3 与 Fable 5 处于同一水平

    <table> <tr><td> <a href="https://www.reddit.com/r/singularity/comments/1w8b8kv/as_per_artificial_analysis_index_muse_13_is_at/"> <img alt="As Per Artificial Analysis Index Muse 1.3 is at the same level as Fable 5" src="https://preview.redd.it/e33flytjernh1.png?width=140&amp;heig…

  36. r/singularity TIER_2 Français(FR) · /u/Profanion ·

    Claude Fable 5.1 在 SimpleBench 上超越人类平均水平

    <!-- SC_OFF --><div class="md"><p>Here are more results:<br /> Claude Fable 5.1 86.6% </p> <p>Human Baseline* 83.7% </p> <p>Gemini 3.8 Flash 82.4% </p> <p>Claude Fable 81.9% </p> <p>Muse Spark 1.3 81.8% </p> </div><!-- SC_ON --> &#32; submitted by &#32; <a href="https://www.reddi…