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      <news:title>Ten advances in mathematics and theoretical computer science</news:title>
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    <loc>https://www.theai.news/briefs/2026/08/i-ve-had-ling-3-0-flash-and-glm-5-2-both-in-my-executor-slot-0716bfe4</loc>
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      <news:title>I've had ling-3.0-flash and glm-5.2 both in my executor slot for a few weeks. They don't split the way the benchmarks predict</news:title>
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      <news:title>A security researcher built a self-spreading worm that hides inside Word docs and hijacks Microsoft Copilot</news:title>
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      <news:title>Everyone is building LLM routers, we deprecated ours</news:title>
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    <loc>https://www.theai.news/briefs/2026/07/60-82-accuracy-swing-on-4b-model-classification-task-the-onl-4ea45637</loc>
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      <news:publication_date>2026-07-31T23:03:20.700Z</news:publication_date>
      <news:title>60-82% accuracy swing on 4B model classification task: the only variable was harness design</news:title>
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      <news:title>New Deepseek Flash model matches OpenAI's GPT-5.6 Luna at roughly 60 percent lower cost</news:title>
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      <news:publication_date>2026-07-31T20:42:23.530Z</news:publication_date>
      <news:title>Judge says Trump admin still lacks evidence for Anthropic ‘supply-chain risk’ label</news:title>
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    <loc>https://www.theai.news/briefs/2026/07/the-ai-slowdown-is-coming-124713b6</loc>
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      <news:publication_date>2026-07-31T20:33:54.972Z</news:publication_date>
      <news:title>The AI slowdown is coming</news:title>
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  <url>
    <loc>https://www.theai.news/briefs/2026/07/ponytail-skill-for-claude-code-does-it-really-cut-agent-code-6226c255</loc>
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      <news:publication_date>2026-07-31T20:24:55.187Z</news:publication_date>
      <news:title>Ponytail Skill for Claude Code: Does It Really Cut Agent Code by 54%?</news:title>
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  <url>
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      <news:publication_date>2026-07-31T20:13:54.144Z</news:publication_date>
      <news:title>How Frontier Labs Are Building Subtle Developer Lock-In</news:title>
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  <url>
    <loc>https://www.theai.news/briefs/2026/07/public-intelligence-87d0385c</loc>
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        <news:name>The AI News</news:name>
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      <news:publication_date>2026-07-31T20:13:54.123Z</news:publication_date>
      <news:title>Public Intelligence</news:title>
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  <url>
    <loc>https://www.theai.news/briefs/2026/07/chinese-hacker-commands-deepseek-via-telegram-to-launch-auto-cc382b97</loc>
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      <news:publication_date>2026-07-31T17:32:21.090Z</news:publication_date>
      <news:title>Chinese Hacker Commands DeepSeek via Telegram to Launch Autonomous Attacks</news:title>
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    <loc>https://www.theai.news/briefs/2026/07/measuring-llms-ability-to-perform-cryptanalysis-dde7f683</loc>
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        <news:name>The AI News</news:name>
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      <news:publication_date>2026-07-31T17:22:07.862Z</news:publication_date>
      <news:title>Measuring LLMs’ Ability to Perform Cryptanalysis</news:title>
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  <url>
    <loc>https://www.theai.news/briefs/2026/07/why-haven-t-organoids-solved-all-of-drug-discovery-9ed863f9</loc>
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      <news:publication_date>2026-07-31T17:14:32.728Z</news:publication_date>
      <news:title>Why haven't organoids solved all of drug discovery?</news:title>
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  <url>
    <loc>https://www.theai.news/briefs/2026/07/escaping-linux-sandboxes-via-pipewire-cve-2026-5674-f87eae74</loc>
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      <news:publication_date>2026-07-31T17:14:32.556Z</news:publication_date>
      <news:title>Escaping Linux Sandboxes via PipeWire (CVE-2026-5674)</news:title>
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  <url>
    <loc>https://www.theai.news/briefs/2026/07/pg-llm-benchmarking-general-purpose-language-models-for-prot-b183cf29</loc>
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        <news:name>The AI News</news:name>
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      <news:publication_date>2026-07-31T17:06:21.158Z</news:publication_date>
      <news:title>PG-LLM: Benchmarking General-Purpose Language Models for Protein Variant Ranking</news:title>
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  <url>
    <loc>https://www.theai.news/briefs/2026/07/how-we-use-goal-to-find-bugs-in-patch-the-planet-92c321ff</loc>
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        <news:name>The AI News</news:name>
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      <news:publication_date>2026-07-31T17:06:21.042Z</news:publication_date>
      <news:title>How we use /goal to find bugs in Patch the Planet</news:title>
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  <url>
    <loc>https://www.theai.news/briefs/2026/07/show-hn-distilling-deepseek-into-gpt-oss-doesn-t-transfer-ce-2ce71095</loc>
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      <news:publication_date>2026-07-31T05:12:39.551Z</news:publication_date>
      <news:title>Show HN: Distilling DeepSeek into GPT-OSS doesn't transfer censorship. Try it</news:title>
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  <url>
    <loc>https://www.theai.news/briefs/2026/07/why-compute-might-get-10x-more-expensive-in-coming-years-8f4fbfff</loc>
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        <news:name>The AI News</news:name>
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      <news:publication_date>2026-07-31T02:42:51.890Z</news:publication_date>
      <news:title>Why compute might get 10x+ more expensive in coming years</news:title>
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    <loc>https://www.theai.news/briefs/2026/07/kimi-k3-vs-gpt-5-6-sol-on-deepswe-cost-coding-and-routing-3785cd8b</loc>
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      <news:publication_date>2026-07-31T02:33:59.847Z</news:publication_date>
      <news:title>Kimi K3 vs GPT-5.6 Sol on DeepSWE: Cost, Coding, and Routing</news:title>
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    <loc>https://www.theai.news/briefs/2026/07/chinai-368-the-affordable-luxury-of-kimi-k3-37438be8</loc>
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      <news:title>ChinAI #368: The Affordable Luxury of Kimi K3</news:title>
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    <loc>https://www.theai.news/briefs/2026/07/teaching-llms-to-update-beliefs-for-efficient-long-horizon-i-64d2125a</loc>
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      <news:publication_date>2026-07-31T02:14:04.668Z</news:publication_date>
      <news:title>Teaching LLMs to Update Beliefs for Efficient Long-Horizon Interaction</news:title>
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