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Today's must-reads

Agents

Against Usefulness

This essay explores the critical role of 'useless' research in enabling future innovations. Using Folk Computer as a case study, the author traces a lineage from Xerox PARC to Dynamicland, and argues for funding paradigm-level work before it becomes useful.

  • Folk Computer is an open-source physical computing system that turns the room into a computer.
  • The system's lineage includes Alan Kay, Bret Victor, CDG, and Dynamicland.
In-site article

OpenAI's AI Beating Every Human at AtCoder

OpenAI's AI agent solved all five problems in the AtCoder Algorithm Division for 8,300 points; the top human scored 4,300. No human solved problems C or E. In the Heuristic Division, AI scored more than seven times the best human result. The 600,000-yen 'Humanity Prevails Award' went unclaimed. The system was described as comparable to GPT-5.6.

  • OpenAI's AI solved all five problems, scoring 8,300 vs top human 4,300
  • No human solved the hardest problems C and E
In-site article
Research

Soulless – List of AI Artists Hiding on Spotify

Soulless is a community-driven project that exposes AI-generated artists on Spotify. It lists 232 detected AI artists with monthly listeners and estimated earnings. It also provides an open-source AI music detector and a curated landscape of AI music resources.

  • Soulless identifies 232 AI-generated artists on Spotify, showing their monthly listeners and earnings.
  • The detection tool uses an ensemble of SONICS spectrogram models and a vocoder fakeprint scanner.
In-site article

AI and the Future of Writing-roundtable of authors discuss ramifications for art

In a roundtable discussion, writers and cultural critics explore the profound implications of AI on language, creativity, and society. They note that AI both sharpens and dulls linguistic abilities, and may clarify the boundary between machine and soul. Despite anxieties, AI offers opportunities in research, accessibility, and diagnostics.

  • AI is seen as a decentering technology, with progress likened to moving from the Wright brothers to a fleet of 747s.
  • Writers find AI both enhancing and eroding their language skills, requiring a redoubled commitment to reading and writing.
In-site article
Chips

W11 Copilot tells you what's slowing down your PC, while using 1GB RAM itself

Microsoft is testing PC Insights, a new Copilot feature that analyzes system resource usage to help users identify performance bottlenecks. However, Copilot itself is a full web app with a private Edge instance, consuming up to 1GB RAM at idle, highlighting the irony. The feature is opt-in and requires user permission.

  • Copilot’s PC Insights can read CPU, RAM, storage, and other system info to answer questions.
  • The feature is opt-in and does not scan in the background without permission.
In-site article

Apple’s failed self-driving car program left a legacy of powerful AI chips

Apple's self-driving car program never really got off the ground, but it may have been what made the company's chips the powerful AI performers they are. Early in the development of the self-driving platform, Apple realized that it would need powerful on-device AI processing. While the car processor was never finished, as Mark Gurman details in his latest Power On newsletter, it did lead to the development of the Neural Engine, the backbone of Apple's on-device AI processing. The Neural Engine made its debut with the iPhone X and the A11 Bionic. In those early days, it was primarily used for computer vision, powering FaceID, Animoji, and a … Read the full story at The Verge.

  • Apple's car project spurred creation of Neural Engine, now core to on-device AI.
  • Neural Engine debuted in iPhone X's A11 Bionic for FaceID and Animoji.
In-site article
Models

GPT-5.6, Fable 5, and Grok 4.5 rebuild Basecamp from the same spec

The author evaluated GPT-5.6 Sol, Fable 5, Grok 4.5, and other AI models on a benchmark called Basecamp Bench, testing their ability to build a frontend and backend from the same specification. Fable 5 won both tracks, while Grok 4.5 offered the best speed-cost tradeoff. Results show significant differences in polish and completeness, especially in the final 10% of work.

  • Fable 5 scored highest on both frontend and backend, closely matching the real Basecamp implementation.
  • Grok 4.5 completed the build in 37 minutes at a cost of $9.30, offering the best speed and cost tradeoff.
In-site article
Policy

Using AI to Let History Speak About Bank Runs

Researchers have compiled a database of over 3,000 bank runs from 1863-1934, revealing that most runs did not lead to failure, and analyzing geographic and temporal patterns.

  • Majority of bank runs do not result in failure.
  • Bank runs spiked during major crises like 1873, 1893, 1907, and the Great Depression.
In-site article

Samsung is pushing users to train AI with their personal health data or lose it

Samsung Health now requires users to consent to using their health data for AI training, or lose the ability to sync data, potentially rendering the app and Galaxy Watch less useful.

  • Users see a consent notice to use health data for AI training, including activity, medications, and menstrual cycles.
  • Opting out disables syncing with Samsung account and deletes data unless required by law.
In-site article
Tools