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  1. Rohan PaulResearch
    AI score73

    New preprint tests 15 models on peer review: implanted-error detection rate 53% to 96%, human reviewers average 27%

    A new preprint tested the ability of 15 models to detect implanted errors in clinical trial papers, with scores ranging from 53% to 96%, while untrained human reviewers averaged only 27%. The results still held on 58 new trials published in 2026, showing that the models were not merely recalling old papers seen during training; Claude Opus 5.5 scored highest at 99%. Human reviewers could detect errors such as text-table contradictions—the type that most affects trial meaning—in only 7% of cases, and each review took 5 to 8.5 hours, whereas AI took 1.4 to 16.3 minutes.

    Quoted postRuslan Rust · @rust_ruslan

    Lots of debate this week on whether journals should ban AI in peer review. We actually tested this in our new preprint, and the results were pretty clear to me. For context, I've reviewed for most of the big journals and evaluated 1,000 human reviews as an editor. I love to read and evaluate science. TLDR: From now on I won't do any peer review without AI. For clinical trials, I'd even call human-only review dangerous 🧵

    #Papers/Research#Evaluations / benchmarks

  3. Rohan PaulProduct release
    AI score77

    Microsoft Releases GitHub Copilot Fusion, Routing Coding Tasks Between Claude and GPT Models

    Microsoft has released GitHub Copilot Fusion, which can route coding tasks between Claude and GPT models. On Artificial Analysis's Coding Agent Index, its Max setting scores 60, versus 62 for Claude Code; the per-task cost is $5.59 versus $11.42. Fusion consumes 7.2M tokens per task, about half of Claude Code's usage.

    Quoted postSatya Nadella · @satyanadella

    Just wrapped our earnings call. It was a fast start to our fiscal year. Microsoft Cloud revenue surpassed $63B, with growth accelerating to 30% YoY. Lots of innovation as we build the new tech stack for the agentic wave. A few highlights:

    Same story · 6 reports

    #Product updates#English text is being prepared.#Agents

  4. Ayi AI Notes
    AI score27

    Zhang Yiming Tops China's Rich List for the Second Time with 670 Billion Yuan, ByteDance Valued at 3.3 Trillion Yuan

    Zhang Yiming has topped China's rich list for the second time with personal wealth of 670 billion yuan, a single-year increase of 43%, pushing ByteDance's valuation to 3.3 trillion yuan. The author believes his trump cards are the cash flow from Douyin and TikTok e-commerce, plus Seedance and the Doubao large model controlling content production tools and Hongguo short dramas locking in distribution channels, and on this basis judges that China's tech landscape may enter a long cycle of ByteDance dominance.

    Quoted postAYi · @AYi_AInotes

    https://t.co/BSzz78Spop

    #Industry news#English text is being prepared.

  5. Ayi AI Notes
    AI score20

    Yale Model Simulation: AGI Will Eliminate the Middle Class

    A peer-reviewed macroeconomics model paper from Yale University argues that once AGI is fully deployed, the contribution rate of human labor to economic growth will mathematically approach zero, and wages will be anchored to the cost of the GPU compute and electricity needed to replicate that output—for example, $2 in electricity plus hardware depreciation. The model also projects that even if 50% of the global workforce stopped working, global GDP would not fall by a single percentage point; instead, it would grow exponentially. Based on this, the authors argue that people who cannot convert assets into compute, energy, or scarce means of production will be reduced to destitute middle class.

    Quoted postAYi · @AYi_AInotes

    https://t.co/BSzz78Spop

    #Papers/Research#Industry news

  6. A Yi AI Notes
    AI score20

    The author generated a video with a single sentence using Claude Opus 5.5, calling it the last window for ordinary people to do self-media

    The author threw a practical, substantive article at Claude Opus 5.5, wrote just one prompt—"make me a video based on this article"—and completed the entire video. He believes Opus 5.5 has compressed a pipeline that previously required four or five specialized roles and several days into something one person can turn into a finished product with a few prompts in a few minutes, and asserts that this is the best era for ordinary people to do video self-media, as well as the last leverage window period the era has left for individuals.

    Quoted postAYi · @AYi_AInotes

    https://t.co/BSzz78Spop

    #English text is being prepared.#Video#Agents

  7. Ayi AI Notes
    AI score22

    Dan Koe: The Influencer Is Dead, the Era of Digital Craftspeople Has Arrived

    Dan Koe divides content creators into three tiers: influencers, personal brands, and digital craftspeople, arguing that traditional influencers who attract attention with cheap dopamine are being abandoned by algorithms and audiences. He gives an example: an ordinary 40-year-old mother who shares her experiences raising kids and staying healthy sold over a million dollars' worth of products in a single launch through a 30-day challenge check-in, while a fitness influencer with millions of followers has a very low conversion rate for product sales. With AI recommendations taking over more than half of information feeds, follower count is no longer a moat.

    Quoted postDAN KOE · @thedankoe

    https://t.co/OXHQ3woHtW

    Same story · 2 reports

    #English text is being prepared.

  8. Ayi AI NotesProduct release
    AI score65

    Grok Bot This Week's Update: New Pages, Vault, and 1Password Integration

    Grok Bot updated several features this week, including Pages, which can directly generate editable report pages and dashboards; Vault, which stores login and bank card information; and integration with 1Password. Vault and 1Password are designed to let the Bot fill in login and checkout information on the user's behalf, but the Bot itself cannot see passwords or card numbers. In addition, mobile app authorization was added (calendar, contacts, location, alarms; on iPhone, reminders can be managed and Home lights controlled), along with generating videos from descriptions or images, new Bot characters, and X Spaces.

    Quoted postmatt palmer · @mattyp

    What's New in Grok Bot 00:00 🎃 00:13 Pages in Grok Bot 01:09 Vault 02:05 1Password 02:21 Apple integrations 03:21 Bot makes videos 03:47 New bot characters 04:13 X Spaces 04:31 Font fun 04:54 Design polish 05:11 Rapid fire https://t.co/pr13mTHZz2

    #Product updates#Agents#English text is being prepared.

  9. A Yi AI Notes
    AI score53

    The Trick of Using a Scheduled Ping to Start the Codex 5-Hour Quota Window Early

    The author shares a Codex quota window trick figured out by the community: the 5-hour quota starts counting down from the first message of the day, so at 7:00 AM you can use Grok Bot to automatically run codex exec ping to trigger the countdown; after the quota resets at 12:00 noon, it covers the afternoon work hours. The article provides a ready-to-copy scheduled prompt and notes that this mechanism comes from community testing rather than OpenAI's official documentation, and that read-only parameters must be included when executing.

    #Tutorials / practice#English text is being prepared.#OpenAI

  10. A Yi AI Notes
    AI score22

    Musk: For AI, Writing "Love Humanity" Is Not as Good as Writing "Pursue Truth"

    Musk believes that writing "love humanity" into AI programs is actually the most dangerous approach, because morality is fragile and good intentions easily go astray; when facing a super AI millions of times smarter than humans, writing "pursue truth" into the code is humanity's only death-exemption card. He warns that every well-intentioned lie instilled into large models today is planting a landmine for the future, and only the ultimate pursuit of the truth of the universe can earn its cautious reverence for a fragile civilization.

    #English text is being prepared.#Safety / alignment#OpenAI

  11. Ayi AI Notes
    AI score20

    Dan Koe breaks down the three-layer evolution framework for creators

    In his latest long-form article, Dan Koe proposes a three-layer evolution framework for creators: the traditional influencer (Attention Optimizer), the personal brand (Funnel Optimizer), and the digital craftsman (Craftsman). He argues that in an age of rampant AI, follower count is no longer a moat; traffic monetization built on cheap dopamine has extremely weak earning power, while craftsmen who turn real-life problems into digital assets command a trust premium. He recommends devoting 80% of one's energy to solving one's own real-world challenges rather than pleasing the algorithm.

    Quoted postAYi · @AYi_AInotes

    English text is being prepared.

    Same story · 2 reports

    #English text is being prepared.#English text is being prepared.

  12. Ayi AI NotesAnalysis
    AI score51

    The author built an "EQ plugin" with Claude Opus 5.5 and used UUMit to turn a local service into a team link

    The author used Cursor together with Claude Opus 5.5 to build a zero-dependency local web tool called "EQ plugin," which rewrites emotionally charged drafts according to the four elements of Nonviolent Communication, and includes seven types of communication targets and three tone levels: gentle, firm, and direct. The tool runs on the local machine at 127.0.0.1:8787, and the UUMit client generates a fixed HTTPS link to distribute to colleagues, with no need to buy a server or file for registration, and permissions can be granted and revoked per person. The article also provides an 800-character limit per input, default rate limits of 10 times per minute and 200 times per day, as well as the source code and System Prompt for two GitHub repositories.

    #Tutorials / practice#Agents#English text is being prepared.

  14. Lydia Hallie
    AI score36

    Lydia Hallie: Dynamic workflows don't need to pile up hundreds of sub-agents

    Lydia Hallie said that dynamic workflows don't need to contain hundreds of sub-agents, and she also uses about 10 sub-agents to handle any task she wants to run repeatedly in the same way. She pointed out that a dynamic workflow is an editable JavaScript file, so it gives full control over the sub-agents and their execution order, making it more predictable than skills.

    #English text is being prepared.#Agents

  16. AI at MetaFirst-party
    AI score23

    Meta Opens Muse Series Models to Five U.S. Universities to Support Research

    Meta announced support for research at five universities—Caltech, Ohio State Med, LSU, Indiana Univ, and UTHealth Houston—opening its latest Muse models (Muse Wonder, Muse Spark), open-weight models Muse Glimmer and Muse Spark Open, computer vision models such as SAM, V-JEPA, and DINO, and the multilingual model SeamlessM4T to researchers. These universities will use the models for directions including mathematical and physical science research, X-ray screening and heart failure detection, infant tracheostomy monitoring, maternal and newborn care, and brain cancer treatment.

    Same story · 2 reports

    #Industry news#OpenAI

  17. AI at MetaFirst-party
    AI score31

    Meta Supports Five Universities in Advancing Scientific Research and Healthcare with Muse Models

    Meta announced support for research at five universities—Caltech, Ohio State Med, LSU, Indiana University, and UTHealth Houston—opening Muse Wonder, Muse Spark, the open-weight models Muse Glimmer and Muse Spark Open, as well as SAM, V-JEPA, DINO, and SeamlessM4T to researchers. Caltech will test whether large language models can accelerate research in mathematics and physics, while UTHealth Houston will use Muse Glimmer, one of the smallest open-weight models, to improve brain cancer treatment and conduct benchmark testing of agents in healthcare scenarios.

    #Industry news#Open-source ecosystem#English text is being prepared.

  19. indigo
    AI score25

    indigo summarizes Dan Koe: In the AI era, creators stand out through their viewpoints

    indigo summarizes Dan Koe's viewpoint: creators fall into three tiers, moving from influencers dominated by attention, to personal brands dominated by conversion funnels, and on to "thought craftsmen" who use social media to nourish a lifelong body of work. AI can generate 1,500 words of beautiful nonsense in 10 seconds; the only irreplaceable asset is the "framework for explaining reality" formed by the compounding of personal experience, and the solution is to build a museum of ideas and write 5 refracted angles on common viewpoints. The four-week roadmap runs from saving 1 idea a day and reverse-engineering 3 mid-tier creators, to using a 1-page guide to collect an email list and expand it into a digital product.

    Quoted postDAN KOE · @thedankoe

    https://t.co/OXHQ3woHtW

    #English text is being prepared.#English text is being prepared.

  20. Shao MengProduct release
    AI score63

    Apple Creator Studio Major Update: Final Cut…

    Apple Creator Studio has received a major update. Final Cut Pro, Motion, Pixelmator Pro, Logic Pro, as well as Keynote, Pages, and Numbers have all added natural language assistants and generative editing. Most are in beta, depend on devices that support Apple Intelligence, and currently only support US English. The three office apps have added MCP support, allowing external AI Agents and tools to directly read content, revise drafts, and perform automated operations. Keynote has also introduced an open JSON-based package format, .keyx, making it easier for external tools and Agents to read.

    Same story · 9 reports

    #Product updates#Agents#English text is being prepared.