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2026-10-13 · Tuesday

Anthropic publishes anti-distillation results and Gemini 4 Argon is nearly live; long-task skills and a Flash-model comparison are the day's most practical material.Anthropic 公布反蒸馏成效，Gemini 4 Argon 临近上线；长任务 skill 与 Flash 模型横评是当天最实用的干货。
Anthropic 公布反蒸馏成效，Gemini 4 Argon 临近上线；长任务 skill 与 Flash 模型横评是当天最实用的干货。Anthropic publishes anti-distillation results and Gemini 4 Argon is nearly live; long-task skills and a Flash-model comparison are the day's most practical material.
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AI Hot

21:15Covers 10/13 13:15 – 21:40

AI Hot Topics

  1. Anthropic publishes the results of its anti-distillation defenses: the data distillers can extract is down about 90–99% (reasoning-token extraction down 10–100x); it names Zhipu and Moonshot, says one network ran 20,000+ fake accounts at once, and rejected a lot of paid traffic because of it. X @AnthropicAI / X @kimmonismus / X @natolambert
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    Anthropic 公布反蒸馏防御成效：蒸馏者能抽到的数据减少约 90–99%（推理 token 抽取降 10–100 倍），点名智谱、Moonshot，称一个网络曾同时跑 2 万+假账号，并为此拒掉大量付费流量。

  2. Gemini 4 Argon launch is near: it already appears on GCP quota pages, model IDs are embedded in the Antigravity desktop/CLI, and the community says $2/$10 per million tokens, expected to go to Ultra first; no official release seen as of 21:40. X @testingcatalog / X @LuminaBench / X @testingcatalog
    3

    Gemini 4 Argon 临近上线：GCP 配额页已出现，Antigravity 桌面端/CLI 已埋 model ID，社区传 $2/$10 每百万 token，预计先给 Ultra；截至 21:40 未见官方正式发布。

  3. Codex lead Tibo teases a plan to significantly increase everyone’s usage. X @thsottiaux ；Theo 称 $200 Claude Code 订阅超值 X @theo
    3

    Codex 负责人 Tibo 预告让所有人用量显著增加的计划。

  4. Character.AI files for Chapter 11 and plans to sell some assets to Disney for $20M (Reuters via Techmeme). X @Techmeme
    2

    Character.AI 申请 Chapter 11，拟以 2000 万美元向迪士尼出售部分资产（Reuters via Techmeme）。

  5. ScaleDown releases Constrained Decoding Models (classification/extraction/summarization, 1M-token text-and-image input, pointing directly to the answer). X @neal_k_patel / X @omarsar0
    3

    ScaleDown 发布 Constrained Decoding Models（分类/抽取/摘要，1M token 图文输入，直接指向答案）。

  6. Jack Clark thinks full RSI is more likely in 2027 than 2028. X @robertwiblin
    2

    Jack Clark 认为完全 RSI 在 2027 出现可能性大于 2028。

Tips & Hands-on

  1. Three elements of long-running tasks + /night and /morning skills (Voxyz). X @Voxyz_ai / X @Voxyz_ai
    4

    长任务三要素 + /night /morning skill（Voxyz）

  2. karminski3’s head-to-head comparison of 7 Flash models.

    3
    karminski3 7 款 Flash 模型横评 X @karminski3

  3. A 472-page textbook, “Agentic Large Language Models” (Gorden_Sun).

    4
    472 页《Agentic Large Language Models》教材（Gorden_Sun）X @Gorden_Sun

  4. JevEval, a structured decision-evaluation judge (shao__meng).

    3
    JevEval 结构化决策评估裁判（shao__meng）X @shao__meng

Interviews & Podcasts