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<div style="display: none; max-height: 0px; overflow: hidden;">A three-year licensing deal will let Sora and ChatGPT Image users create content with over 200 characters across Disney </div>
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<h1><strong>TLDR AI <span id="date">2025-12-12</span></strong></h1>
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<strong>How Ahrefs built AI that puts the boring parts of marketing on autopilot (Sponsor)</strong>
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<p>> <strong>Decoding keyword intent </strong>for more in-depth keyword research.</p>
<p>> <strong>Creating high quality SEO content</strong> at scale.</p>
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<p><strong>> Automating technical SEO </strong>fixes and detecting AI content.</p>
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<strong>Disney Investing $1 Billion in OpenAI, Licensing Characters for Sora (2 minute read)</strong>
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A three-year licensing deal will let Sora and ChatGPT Image users create content with over 200 characters across Disney, Marvel, Pixar, and Star Wars starting next year.
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This post proposes different research problems in machine learning research. The ideas include design-based machine learning, a theory of competitive testing, going beyond average case evaluation certainty equivalence in LLM reasoning, and open source, open corpus language models. The research areas are all doable, there just needs to be a will to do it.
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AI adoption held flat for 45% of businesses in November, and there were slight declines in the finance and technology sectors. Adoption rose in several industries with relatively low adoption rates, like retail, construction, and manufacturing. The slowdown comes after a rapid run-up in adoption rates in 2025. The effects of the latest advancements seem to have faded. Another run-up in adoption will likely require technological gains or implementation gains.
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<strong>Don't miss any business calls this holiday season with Voice Assist (Sponsor)</strong>
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The Collatz conjecture is one of the most famous unsolved problems in mathematics. It asks whether repeating two simple arithmetic operations will eventually transform every positive integer into 1. This article looks at what happens when a transformer is trained on the unsolved puzzle to study how models fail.
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Long context windows are overrated for agentic coding. Amp's team ships features using clusters of small threads averaging 80k tokens each rather than jamming everything into one million-token mega-thread.
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OpenAI's CEO of Applications recently told reporters that ChatGPT's 'adult mode' will debut during the first quarter of next year. The company had cut back on the chatbot's personality in response to growing concerns about user mental health. It has since added additional parental controls and new efforts to age-gate younger users. The company is still testing its age verification technology to ensure it can accurately identify teens and not misidentify adults before officially rolling out the split experience.
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<strong>Broadcom reveals its mystery $10 billion customer is Anthropic (4 minute read)</strong>
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The customer Broadcom signed a $10 billion order for custom chips in September has been revealed to be Anthropic. Broadcom will deliver entire server racks to Anthropic, not just chips. Anthropic has placed an additional $11 billion order with Broadcom in the latest quarter. The deal has drawn significant investor attention amid the AI infrastructure boom.
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<strong>Runway claims its GWM-1 “world models” can stay coherent for minutes at a time (7 minute read)</strong>
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<strong>Trump signs executive order seeking to block states from regulating AI companies (2 minute read)</strong>
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Trump created an AI Litigation Task Force to challenge “onerous” state AI regulations and potentially restrict federal funding to states with their own AI laws.
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<strong>Chinese AI in 2025, Wrapped (17 minute read)</strong>
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A look at the biggest model drops of the year, China's evolving AGI discussion, the biggest swings in the US-China chip war, China's answer to the US' AI Action plan, and robots.
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<strong>Google tests Gemini 3 Flash model on LM Arena (1 minute read)</strong>
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Google is actively testing two new models on LM Arena, suggesting a potential Gemini 3 Flash or Gemini 3 Pro general availability launch.
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