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2026.10.17 · Sat

#大佬观点

#大佬观点

Opinion

Viewpoints, commentary, analysis, interviews, and discussion of trends.

10/16Fri
  1. François Chollet · X81

    Chollet compares Gemini 4 Argon’s ARC-AGI-3 performance with Astra

    Argon has a similar performance profile on ARC-AGI-3 as Astra, François Chollet says, adding that Google is back at the frontier. https://t.co/a6GGEsMN4A The quoted ARC Prize post reports Gemini 4 Argon’s verified ARC-AGI-3 results of 97.5%, $4.8K with a provider adapter harness and 49.8%, $5.8K with the standard harness, plus 91.3%, $0.32/task on ARC-AGI-2 and 98.5%, $0.16/task on ARC-AGI-1. https://t.co/8siwgfBJcr

    Why it matters: The reported ARC-AGI-3 scores distinguish provider adapter and standard harness results, providing context for Chollet’s comparison of Argon with Astra and his assessment of Google’s frontier position.

10/14Wed
  1. Simon Willison76

    How Anthropic redesigned source control with Scion

    Simon Willison highlights Anthropic’s explanation of Scion, its custom alternative to Git, as merged code changes grew from around 2,500 per day in May 2026 to over 30,000 per day in September. Anthropic reports almost 100 GB of main-branch history and roughly 25 million daily CI checkouts; seven people built the system, completing migration in five months. Willison speculates that Fable/Mythos class models contributed to the increased coding velocity and connects Anthropic’s experience with adversarial review to his own, including the need for engineers to steer models away from over-engineering.

    Why it matters: Anthropic’s checkout volume and repository size offer concrete context for understanding how increased coding activity can put pressure on the infrastructure supporting code review and CI.

  2. Demis Hassabis · X80

    Gemini 4 Argon rolls out across GeminiApp, Search, and antigravity

    The quoted post announces Gemini 4 Argon rolling out today to Google Ultra and Pro subscribers in GeminiApp and Search, and Ultra subscribers in antigravity, alongside a wizard chess demo highlighting physics understanding and 3D modeling. Hassabis’s own comment recalls his childhood interest in argon lasers and a favorite Val Kilmer film scene. Links: https://blog.google/innovation-and-ai/models-and-research/gemini-models/introducing-gemini-4-argon/ https://www.youtube.com/watch?si=6NQue5-ulgGedGrt&t=50&v=G-gAbSQGGqM&feature=youtu.be https://twitter.com/demishassabis/status/2110041008100843835

    Why it matters: The rollout details distinguish access across GeminiApp, Search, and antigravity, helping subscribers understand which subscription tiers include the model in each of those products.

10/1Thu
  1. Noam Brown · X66

    Noam Brown recalls the poster session that led to collaboration with @ssokota

    Noam Brown met @ssokota 5 years ago at a conference poster session, offered him an internship after hearing his explanation, and continued collaborating with him; @ssokota now works with Brown at @OpenAI. Later, @ssokota told Brown he had been the only person to stop by his poster during the entire session. In the quoted post, @ssokota describes their Nature paper introducing the first superhuman Stratego AI, built using general techniques they developed for RL and test-time compute under imperfect information.

    Why it matters: Brown’s recollection provides a concrete example of how a conference poster conversation led to an internship, continued research collaboration, and eventually a shared workplace.

9/29Tue
  1. Alex Albert · X74

    Claude introduces Sonnet 5.5 with faster performance and lower costs

    Claude announced Claude Sonnet 5.5, the second model in the Claude 5.5 family, describing it as an upgrade over Sonnet 5 that runs more than 30% faster and costs up to 30% less for most work. Alex Albert says Sonnet 5.5 has the same feel he liked about Opus 5.5, writes clearly, is very fast, and represents a major capabilities jump over Sonnet 5. He calls it a great model to iterate with.

    Why it matters: The comparison highlights writing clarity and iteration speed alongside the announced pricing change, offering a concrete perspective on the upgrade from Sonnet 5.

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