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PSI uses an unreleased Anthropic model to solve an 18-year-old quantum conjecture

11/09/2026 — 11/11, 12:17·10 sources (all)·14 reports (all)·In the 2026-11-11 briefing·In the 2026-11-10 briefing

Key takeaways

  • A PSI team member working with Anthropic's unreleased Claude Fable 5.2 solved the 18-year-old Aaronson-Ambainis conjecture. Scott Aaronson s…

Background & analysis

On September 1, 2026, Anthropic released Claude Fable 5.1 at the same list price as its predecessor, cutting cache read costs by 75% and saying its agentic science benchmark score more than doubled Fable 5's. On November 9-10, 2026, Anthropic launched Claude Fable 5.2 and Claude Mythos 5.2. The Daily Flare dates the launch to Monday, November 9; IT之家 reported it on November 10, while Golem.de and several engineering reviews also place the rollout around those two days, so the exact date is not fully consistent across sources. Anthropic says both models improve on coding, reasoning, scientific research, cybersecurity and robotics, with output speed up to 30% faster and cost down 20%.

In Anthropic's self-reported benchmarks, Fable 5.2 scored 49.1% on FrontierCode 2.0, above GPT-6 Astra at 42.8%, Gemini 4 Carbon at 41.1%, and Opus 5.5 at 45.5%. On Humanity's Last Exam, it scored 74.2%, compared with 57.2% for GPT-6 Astra. On the RoboDojo dual-arm simulation benchmark, Fable 5.2 averaged 64.9% success, while Fable 5.1 scored 27.6%, Opus 5.5 scored 39.4%, and GPT-6 Astra scored 29.8%. Anthropic also said Fable 5.2 coordinated more than 1,000 AI agents to build a bootable operating system from scratch over 8 days. A separate report said the model built a playable first-person shooter from scratch in about 8 hours. On the Remote Labor Index from Scale Labs and CAIS, Fable 5.2 completed 41.3% of real freelance jobs at professional quality; a year earlier the top score was 2.5%, and Fable 5 had been around 16% in July.

Third-party material describes Fable 5.2 and Mythos 5.2 as the same underlying model with two safeguard levels: Fable is available to all paying users, while Mythos has looser restrictions and is limited to organizations approved through life-sciences or cybersecurity verification programs. MarkTechPost reports that Fable 5.2 supports a 1M-token context window and costs $8 per 1M input tokens and $40 per 1M output tokens. A DEV Community price study says those rates are 20% below Fable 5.1 and are estimates based on official pricing pages and a fixed token mix, not measured invoices. The review concludes that Fable 5.2 leads on coding and agent metrics, but the cost per completed task is high, and the claim that more than 1,000 subagents built an operating system prototype in 8 days remains only an Anthropic assertion without outside verification. Simon Willison noted that Anthropic testing showed prompts that tell Fable 5.2 the code is its own make it more likely to improve code structure instead of repeating existing code. Ethan Mollick described the model as capable of expert-level work on select tasks while lacking self-directed judgment and taste, calling it "Jagged AGI."

As of the latest coverage, Fable 5.2 is available through API, while Mythos 5.2 remains restricted to verified organizations. The coding and agent benchmarks appear to lead the field, but cost and Anthropic's demonstration claims still lack independent confirmation.

AI-generated from 12 reports

Latest turnAnthropic has launched Claude Fable 5.2, designed for long-running agentic coding and research. The model features a 1-million-token context window, always-on adaptive reasoning, and a 20% price reduction over the previous version.

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Reports on this story headlines open the original

Nov 11
  1. Anthropic has launched Claude Fable 5.2, designed for long-running agentic coding and research. The model features a 1-million-token context window, always-on adaptive reasoning, and a 20% price reduction over the previous version.

    DEV Community · AIAI score 83
  2. TechCrunch reports that David Turturean, an MIT graduate now at the startup lab PSI, used early access to Anthropic's unreleased Fable 5.2 model to settle the eighteen-year-old Aaronson-Ambainis conjecture about whether quantum computers can solve certain problems faster than classical ones. Scott Aaronson, who posed the problem, writes that he does not fully understand the proof but believes it is correct, since it was autoformalized in Lean and explained by researchers PSI shared it with. The result is negative: it closes one route to quantum speedup, not all of them.

    TechCrunch · AIAI score 64
  3. Anthropic released Claude Fable 5.2 and Mythos 5.2 on November 9, and a working-engineer review lays out the split: they share one underlying model, with Fable keeping strong cyber and bio safeguards and Mythos relaxing them for organizations vetted through Anthropic's verification programs. The release notes list a 1M token context window and 128K max output. The reviewer says coding and agent benchmarks lead the field, cost per finished task runs high, and the 1,000-subagent operating-system demo remains an unverified vendor claim.

    DEV Community · AIAI score 59
Nov 10
  1. Anthropic released Claude Fable 5.2 and Claude Mythos 5.2, described as the same model shipped at two safeguard levels, MarkTechPost reported. Fable 5.2 scores 49.1% on FrontierCode 2.0, is priced at $8/$40 per million tokens, and comes with a 1M-token context window.

    MarkTechPostAI score 64
  2. Anthropic's new Fable 5.2 leads the Remote Labor Index from Scale Labs and CAIS at 41.3%, which measures how often AI agents complete real freelance jobs well enough for a paying client to accept. The top score was 2.5% a year ago and about 16% for Fable 5 in July, though product design and animation remain weak spots, The Decoder reports.

    The DecoderAI score 57
  3. Writing in One Useful Thing, Ethan Mollick describes Anthropic's Claude Fable 5.2 as an example of "Jagged AGI": it matches human experts on select tasks such as game design, yet lacks self-directed judgment and taste. His assessment draws on extended hands-on use and finds the model generally expert-level but uneven.

    TechmemeAI score 60
  4. A price study on DEV Community puts Claude Fable 5.2 at $8 per 1M input tokens and $40 per 1M output tokens, 20% below Fable 5.1. Costs are modeled from official Anthropic, OpenAI and Google list prices against a fixed token mix, including a short chat turn, a 400K-token prompt and a cache-heavy coding agent session, rather than measured invoices; benchmark scores are vendor-reported by Anthropic.

    DEV Community · AIAI score 58
  5. Anthropic has released Fable 5.2, its most powerful frontier model, now offered through its API, according to TechPowerUp. The report points to a demo in which the model built a playable first-person shooter from scratch in roughly eight hours, framing it as evidence of how far frontier models can carry a complex project.

    TechPowerUpAI score 61
  6. Anthropic released two new flagship models, Fable 5.2 and Mythos 5.2, according to Eastmoney. Anthropic's tests show Fable 5.2 reached a 64.9% average success rate on the RoboDojo dual-arm simulated robot benchmark, up from 27.6% for Fable 5.1, versus 39.4% for Claude Opus 5.5 and 29.8% for GPT-6 Astra. Anthropic says the model is substantially better at controlling physical robots, including tasks it was never explicitly trained on.

    东方财富AI score 60
  7. Anthropic has introduced two new Claude models, Fable 5.2 and Mythos 5.2, which are up to 30% faster than their predecessors, Golem.de reports. The report offers no further detail on parameters, context or availability.

    Golem.deAI score 54
  8. Anthropic released Claude Fable 5.2 and Claude Mythos 5.2 on Monday, November 9, saying both improve on their 5.1 predecessors in coding, reasoning and vision and generate output 30% faster. Fable 5.2 is generally available, while Mythos 5.2 is limited to organizations approved through Anthropic's Life Sciences and Cyber Verification programmes.

    DEV Community · AIAI score 62
  9. Anthropic has released Claude Fable 5.2 and Claude Mythos 5.2, claiming gains in coding, reasoning, research and cybersecurity, with output up to 30% faster and cost 20% lower. In Anthropic's own benchmarks, Fable 5.2 scores 49.1% on the agentic coding test FrontierCode 2.0, ahead of GPT-6 Astra's 42.8%. The company also says the model coordinated over 1,000 agents to build a bootable operating system from scratch in eight days.

    IT之家AI score 79
  10. According to Simon Willison, Anthropic's testing shows that when a prompt explicitly claims code ownership, Claude Fable 5.2 tends to actively improve code structure during coding tasks rather than simply repeating existing code.

    Simon WillisonAI score 58
Nov 9
  1. Anthropic has released Claude Fable 5.1 at the same pricing tier, featuring a 75% reduction in cache read costs and a benchmark score on agentic scientific tasks that more than doubled compared to its predecessor.

    DEV Community · AIAI score 71

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