source&pool
A daily wire of long-form journalism, video, and discourse — filed, tagged, and laid out flat.
VOL. I·NO. 01
TUESDAY, SEPTEMBER 22, 2026
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  1. 001Hacker NewsSEP · 22English

    Stanford R&DE Uses AI to Race Swap Students for Advertising

    Stanford Residential & Dining Enterprises used AI to alter student appearances in advertising, changing races, genders, and body shapes without consent. Student Billy Ramirez discovered he had been replaced by an AI-generated Black woman in a banner, prompting criticism over identity representation and institutional decision-making about student diversity in marketing materials.

    By Garret Molloy
  2. 002Hacker NewsSEP · 21English

    Hackathons in the vibe coding era: our token economics experiment

    Students at Quesma's token economics hackathon analyzed coding-agent transcripts to identify wasted tokens and inefficiencies, investigating topics like agent loops and prompt phrasing. The event reflects how hackathons have evolved from Facebook's move-fast culture to addressing AI-era challenges, with participants using real datasets to develop insights on token optimization and AI behavior.

    By Jacek Migdal
  3. 003Hacker NewsSEP · 20English

    Phylo brings frontier AI to more scientists with open models on Fireworks

    Phylo, an applied research lab building Biomni Lab for biologists, adopted Fireworks to serve open-weight frontier AI models. The shift from proprietary to open models was driven by economics—reducing inference costs to expand access to scientists—and user demand for model choice. Biomni Lab uses long-horizon agentic runs for biology research tasks, achieving up to 40x faster hypothesis-to-analysis cycles.

    By measurablefunc
  4. 004Hacker NewsSEP · 20English

    Pi Connects Colliding Blocks to a Quantum Search Algorithm (2020)

    A 2003 mathematical discovery by Gregory Galperin reveals that colliding blocks with mass ratios in powers of 100 produce collision counts approximating pi's digits. Researcher Adam Brown later connected this block dynamics phenomenon to Grover's quantum search algorithm, linking classical mechanics, geometry, and quantum computation through shared mathematical structures.

    By Grant Sanderson January
  5. 005Hacker NewsSEP · 19English

    AI in schools – The choice we keep making

    School administrator Ivan Johnson argues that new education technologies, from 1950s television to MOOCs to smart boards, consistently fail to improve learning despite promises from vendors. He contends that what works in education—a skilled, present teacher with a small group of students—cannot be made cheaper without becoming worse, and warns that AI will likely follow the same pattern of overhyped failure.

    By Meg Hansen
  6. 006Hacker NewsSEP · 19English

    Researchers Observe First Real-Time Quantum Jump in Sound

    Stanford researchers directly observed individual phonons—quantum units of sound—making discrete energy jumps in a mechanical resonator for the first time. The team paired a long-lived microscopic resonator with a superconducting qubit to repeatedly measure vibrational energy transitions, marking a century-long scientific milestone since quantum jumps were first theorized. This breakthrough could advance sound-based quantum computing and ultra-sensitive sensing applications.

    By Matt Swayne
  7. 007X 主题热门SEP · 19English

    AI capex · X 热门 · 2026-09-19 11:12 UTC

    Global private investment in AI reached $344.7 billion in 2025, representing a 127.5% increase year-over-year according to Stanford HAI's AI Index 2026 report.

  8. 008Hacker NewsSEP · 18English

    Two parallel neural ectoderm progenitors contribute to the developing brain

    Researchers at Stanford University identified two distinct neural ectoderm progenitor populations that both contribute to brain development. The findings, published as a preprint, reveal parallel developmental pathways in neural tissue formation.

    By Jimmc414
  9. 009X 主题热门SEP · 17English

    AI capex · X 热门 · 2026-09-17 20:28 UTC

    Jessica Chudnovsky discusses the shift from low to high capital requirements in AI research, citing Stanford Prof. Christopher Manning's concerns that universities funding AI like it's 2005 are losing professors to frontier labs. A separate discussion covers Meta's AI investments through Muse and ByteDance's hiring of a former Coatue partner to lead a Hong Kong investment team.

  10. 010Hacker NewsSEP · 17English

    The Download: mice with part-human brains and climate tech innovators

    Stanford researchers have created mice with human brain cells comprising nearly half their brain volume, advancing research into brain injuries while raising ethical questions about such experiments. Meanwhile, MIT Technology Review's annual list of 35 innovators under 35 highlights nine climate tech pioneers developing innovations in lithium extraction, steel production, energy-efficient AI, and waste conversion.

    By Thomas Macaulay
  11. 011Hacker NewsSEP · 17English

    Scientists create mice with part-human brains

    Researchers created mice with half-human brains by transplanting lab-grown human brain cells into genetically engineered rodents lacking a cortex and hippocampus. This approach allows scientists to study how brain disorders develop in human tissue and test potential treatments for conditions like schizophrenia, epilepsy, and dementia. The work raises ethical concerns about animal welfare and organoid consciousness that require ongoing oversight.

    By Ian Sample
  12. 012Hacker NewsSEP · 15English

    A Blueprint for Keeping Humans in Control of AI

    Stanford researchers are developing frameworks to keep AI systems under meaningful human control as they become more autonomous. Their work uses game theory and reinforcement learning to design AI agents that learn when to seek human guidance and when to act independently, while also creating oversight mechanisms for untrusted AI systems.

    By Katie Gilbert