Reading up on research
87 deep · digging since nov 19, 25
- A Picture-Perfect Landing Shows China’s Ambitions to Narrow the Space Race
China has rapidly evolved from a space newcomer to the United States’ primary rival for dominance across the solar system.
- Introducing Meerkat: an experiment in global consensus
Cloudflare Research introduces Meerkat, a global consensus service using the QuePaxa algorithm to provide strong consistency and high availability for control‑plane data across its 330+ data centers.
- As Ice Melts in the Arctic, Some Deep-Sea Creatures Are Thriving
A new study finds that deep-sea life benefits from nutrient-rich castoffs of melting icebergs, offering a rare silver lining amid Arctic ice loss.
- An entire Herculaneum scroll has been read for the first time
Using X-ray scanning and machine learning, the Vesuvius Challenge team virtually unwrapped and read the first complete Herculaneum scroll (PHerc. 1667) without physically opening it.
- Buildings May Soon Have ‘Immune Systems’ That Fight Airborne Disease
The U.S. government is investing $150 million in technologies that give buildings immune-like systems to fight airborne diseases, following the pandemic.
- AI coding agents taught robots how to install GPUs and cut zip ties - Ars Technica
Nvidia's ENPIRE harness lets AI coding agents autonomously train robots to perform physical tasks like cutting zip ties and installing GPUs.
- The Promise of Polymath LLMs - by Robin Hanson
Robin Hanson argues that large language models could drive progress by systematically finding and resolving contradictions between unrelated fields of knowledge.
- [2605.30846] Count Anything
Count Anything introduces a dual-granularity point-based model that unifies text-guided object counting across six visual domains, outperforming existing open-world methods.
- The Scientific Quest for a Perfect World Cup Field
A multi-year scientific initiative aims to engineer identical natural grass surfaces for all World Cup venues to ensure consistent playing conditions.
- A Scientific Achievement That’s Totally Random
New research demonstrates that quantum physics can generate truly random numbers, overcoming the limitations of conventional computers in encryption systems.
- They Spent Years on a Math Problem. Then They Were Scooped by A.I.
An AI system called Gauss completed a mathematical proof formalization in five days, outpacing a human team that had worked for two years, raising concerns about the future role of mathematicians.
- How LLMs Actually Work
Modern LLMs use stacked transformer blocks with attention, feed-forward networks, and residual connections to predict the next token from tokenized input.
- [2606.03979] Language Models Need Sleep: Learning to Self-Modify and Consolidate Memories
This paper proposes a 'Sleep' paradigm for LLMs, combining knowledge seeding via distillation and dreaming via RL-generated curricula to enable continual learning and memory consolidation.
- Machine Learning Can’t Pick Winning Funds. But It Can Help You Avoid Losers
A replication study finds that machine learning cannot identify outperforming mutual funds, but can help avoid underperformers.
- The four-day workweek in Australia: insights from early adopters of 100:80:100
A study of Australian early adopters of the 100:80:100 four-day workweek model reports positive impacts on productivity and employee well-being.
- All Lean Books and Where to Find Them
A personal guide lists and reviews nine Lean 4 books, offering subjective opinions and suggested learning paths.
- Why Scientists Retired the Dire Climate Scenario Used for Over a Decade
Scientists have retired the RCP8.5 climate scenario, raising questions about whether some global warming risks were overstated.
- Inside the British Lab Hunting for Dangers Lurking in A.I.
The UK's AI Security Institute, staffed by alumni from OpenAI and Google, is becoming a model for nations assessing emerging risks from advanced AI systems.
- Starship V3 | Hacker News
SpaceX's Starship V3 introduces major engine and design upgrades, with a suborbital flight planned to test payload deployment and heatshield inspection.
- Qwen
Social media use intensity positively predicts academic procrastination among college students, mediated by psychological capital and moderated by time management disposition.
- An OpenAI model has disproved a central conjecture in discrete geometry
An OpenAI model has disproved a long-standing central conjecture in discrete geometry, sparking both excitement and debate in the mathematics community.
- CARA 2.0 – “I Built a Better Robot Dog”
CARA 2.0 is a sub-$1000 quadruped robot built by Aaed Musa using cheap drone motors and controllers to make dynamic legged robots accessible to hobbyists and researchers.
- AlphaEvolve: Gemini-powered coding agent scaling impact across fields — Google DeepMind
AlphaEvolve, a Gemini-powered coding agent, has optimized algorithms across genomics, quantum physics, and infrastructure, achieving significant improvements.
- Global Health Officials Race to Track Hantavirus but Predict ‘Limited’ Outbreak
Global health officials race to track a hantavirus outbreak on a cruise ship but predict limited spread, as South African analysis finds no viral mutations.
- SoundOff: Low-cost Passive Ultrasound Tags for Non-invasive and Non-Intrusive Smart Home Sensing — Yibo Fu
SoundOff uses passive, battery-free 3D-printed metal tags that emit unique ultrasound chirps when moved, enabling private, zero-infrastructure smart home sensing.
- Why Did Thomas Harriot Invent Binary? | The Mathematical Intelligencer
Thomas Harriot invented binary numeration around 1601-1605 based on his idiosyncratic method of recording part-ounce weights in power-of-2 ratios, decades before Leibniz.
- The Day the Food Noise Died
GLP-1 drugs silence the constant mental chatter about food, prompting obesity researchers to study this phenomenon they previously overlooked.
- Artemis II crew splashes down near San Diego after historic moon mission
The Artemis II crew splashed down off San Diego after a 10-day lunar flyby, marking the first crewed moon mission since Apollo.
- The AI Revolution in Math Has Arrived
Since mid-2025, AI models have begun proving new mathematical results at an accelerating pace, with mathematicians reporting discoveries that would have taken weeks now achieved in days.
- NASA’s Artemis II Astronauts Reunite With Friends and Family After 10-Day Moon Mission - The New York Times
NASA Artemis II astronauts returned to Houston after a 10-day moon mission, marking an emotional reunion with family and friends.
- System Card: Claude Mythos Preview [pdf]
The system card for Claude Mythos Preview details model capabilities, safety testing protocols, and known limitations for the new AI system.
- Astronaut’s Condition That Led to Space Station Evacuation Remains a Mystery - The New York Times
An astronaut's medical emergency in January left him unable to speak and forced an evacuation of the International Space Station, but the condition remains a mystery.
- Seeking a Sounding Board? Beware the Eager-to-Please Chatbot. - The New York Times
A study finds that popular AI models give biased, overly agreeable feedback on social situations, undermining their impartiality.
- What happens when you clone mice for 20 years straight?
Serial cloning of mice for 58 generations accumulated mutations and chromosomal abnormalities, causing efficiency to drop to near zero, yet surviving clones had normal lifespans.
- Does Collagen Protein Have Health Benefits? - The New York Times
The article reviews evidence that collagen supplements may improve skin elasticity and joint health, but rigorous studies are limited and benefits likely modest.
- Turing Award Goes to Inventors of Quantum Cryptography - The New York Times
The Turing Award has been awarded to Charles Bennett and Gilles Brassard for their 1980s invention of quantum cryptography, an unbreakable encryption method.
- Living human brain cells play DOOM on a CL1 [video]
Cortical Labs demonstrated its CL1 biological computing platform by having living human brain cells play DOOM, sparking ethical and technical debates.
- Claude's Cycles [pdf]
Donald Knuth publishes a paper showing Claude helped him find and prove a solution to a combinatorial problem, though even-case solutions remain open.
- Can Owning a Pet Help You Live Longer? - The New York Times
Research indicates pet ownership is linked to lower heart disease risk and longer life, but benefits depend on lifestyle and pet type.
- Super-Agers’ Brains Have a Special Ability, New Study Suggests - The New York Times
New study suggests super-agers have a unique brain characteristic linked to their superior memory.
- Inside the Birthplace of Your Favorite Technology - The New York Times
Bell Labs pioneered cellphones, satellites, video calls, and foundational AI research through its 20th-century innovation labs.
- We're no longer attracting top talent: the brain drain killing American science
US science funding cuts and political hostility are driving young researchers abroad, threatening America's dominance in biomedical research.
- ‘We’re no longer attracting top talent’: the brain drain killing American science | US news
Trump administration cuts to NIH funding and grants are driving young US scientists to seek positions abroad, threatening the country's biomedical research dominance.
- [2602.16301] Multi-agent cooperation through in-context co-player inference
Training sequence model agents against diverse co-players induces in-context best-response strategies that naturally lead to cooperative behavior without hardcoded assumptions or explicit timescale separation.
- Do Energy Drinks Offer Benefits Beyond Caffeine? - The New York Times
Energy drinks contain vitamins and plant extracts, but evidence suggests these extra ingredients offer little to no benefit beyond caffeine's stimulant effects.
- Peter Attia’s Ties to Epstein Spark a Backlash From Doctors - The New York Times
The backlash over Dr. Peter Attia's ties to Jeffrey Epstein has widened into a debate about his credentials and whether patients can trust longevity medicine.
- War Came to Ukraine and Its Dogs Are Not the Same - The New York Times
A study of dogs along the Ukraine front line found surprising behavioral and physiological changes in former pets, researchers report.
- 430k-year-old well-preserved wooden tools are the oldest ever found
Wooden tools dated to 430,000 years ago, discovered in England, are the oldest known wooden tools ever found.
- Project Genie: Experimenting with infinite, interactive worlds
Google releases Project Genie, an AI-powered prototype that lets subscribers create and explore interactive 3D worlds from text or images.
- Building Brains on a Computer
Recent advances in expansion microscopy, protein barcoding, and AI-based connectomics make full human brain emulation plausible within decades, but require massive data acquisition and compute.
- Table of Contents
The 2025 Web Almanac analyzes 17.2 million websites using HTTP Archive data to understand web trends, accessibility, performance, and security.
- Which AI Lies Best? A game theory classic designed by John Nash
A benchmark using the game "So Long Sucker" finds that simpler LLMs can outperform in complex scenarios and that models adjust their honesty based on opponent strength.
- How scientists are using Claude to accelerate research and discovery
Researchers are using Claude as a collaborative AI agent to automate experimental design, data interpretation, and hypothesis generation, compressing months of work into hours.
- Can A.I. Generate New Ideas? - The New York Times
OpenAI's GPT-5 accelerates research in math, biology, and chemistry, but experts debate whether it can generate truly novel ideas independently.
- GitHub - THUDM/CaRR: This repository contains the code and data for the paper "Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards".
Citation-aware rubric rewards (CaRR) and C-GRPO training improve deep search agents' reasoning quality and factual grounding over standard binary outcome rewards.
- The golden age of vaccine development - Works in Progress Magazine
Vaccine development has progressed from serendipitous discoveries to a systematic, atomic-precision science, enabling the design of new vaccines in weeks rather than centuries.
- Google Willow: The secrets of the world's most powerful quantum computer
Google's Willow quantum chip solved a benchmark in minutes that would take a classical computer 10 septillion years, demonstrating error correction and advancing quantum computing.
- Anti-aging injection regrows knee cartilage and prevents arthritis
Blocking the 15-PGDH protein via injection regrows knee cartilage and prevents arthritis in aging and injured mice, with potential for human therapy.
- Supreme Court Increasingly Favors the Rich, Economists Say - The New York Times
A study finds Supreme Court Republican appointees voted for wealthier side 70% of the time in 2022, up from 45% in 1953.
- Vaccines Are Helping Older People More Than We Knew - The New York Times
Vaccines provide unexpected off-target benefits for older people, including a reduced risk of dementia, according to multiple studies.
- Research Library at NASA’s Goddard Space and Flight Center to Close Friday - The New York Times
NASA’s Goddard Space Flight Center will close its research library on Friday, discarding or warehousing unique historical documents from early space exploration.
- Readings in Database Systems (5th Edition) (2015)
The Fifth Edition of the Red Book collects opinionated readings on database research, from classic RDBMS to weak isolation and large-scale dataflow engines.
- People Who Achieve the Most Later in Life Typically Start Off Dabbling in Disciplines, Study Shows - The New York Times
A new study suggests that people who reach the pinnacle of their fields typically started off dabbling in multiple disciplines in their youth.
- John Schulman on dead ends, scaling RL, and building research institutions - YouTube
OpenAI researcher John Schulman discusses reinforcement learning scaling, LLM usefulness milestones, and lessons for building AI research teams.
- Chatbots Can Meaningfully Shift Political Opinions, Studies Find - The New York Times
Studies found that a brief conversation with a trained chatbot was about four times as persuasive as a traditional political TV ad in shifting political opinions.
- New Eli Lilly Drug Retatrutide Brought Major Weight Loss in Trial - The New York Times
A clinical trial of Eli Lilly's retatrutide, which targets three hormones, resulted in significantly greater weight loss than any currently approved drug.
- Exclusive | AI Hackers Are Coming Dangerously Close to Beating Humans - WSJ
A Stanford experiment shows its AI hacking bot Artemis can find and exploit vulnerabilities in a real network, sometimes outperforming professional human penetration testers.
- Report: How People Use AI at Work – DEJAN
A study of 1,250 professionals finds AI used like a junior intern—handling grunt work and first drafts, but never trusted without human verification and editing.
- Introducing Anthropic Interviewer
Anthropic's new Interviewer tool conducted 1,250 interviews, finding professionals are optimistic about AI but concerned about job displacement and creative identity.
- Claude 4.5 Opus' Soul Document — LessWrong
A researcher extracted a 'soul document' from Claude 4.5 Opus's weights that contains the character training guidelines Anthropic used to shape the model's values and behavior.
- A Different Type of Dementia Is Changing What’s Known About Cognitive Decline - The New York Times
LATE dementia, though less severe than Alzheimer’s alone, worsens Alzheimer’s symptoms when the two coexist, according to scientists.
- More Articles Are Now Created by AI Than Humans
In November 2024, the quantity of AI-generated articles published online surpassed human-written articles, though the proportion has plateaued since May 2024.
- The Math of Why You Can't Focus at Work
Interruption rate, recovery time, and minimum focus block size mathematically determine whether a workday yields deep work, with simulations showing small parameter changes drastically shift productivity.
- Gene Therapy Offer a Cure for Babies With the Deadly ‘Bubble Boy Disease’ - The New York Times
Gene therapy using a modified HIV virus has effectively cured 48 of 50 infants born with severe combined immunodeficiency, restoring normal immune function.
- To Get a Man’s Attention, Meow Harder - The New York Times
Pet cats in a small study meowed more at male owners than female caregivers, suggesting felines tailor vocal greetings by owner gender.
- MIT study finds AI can already replace 11.7% of U.S. workforce
MIT研究用Iceberg Index模拟发现AI已可替代美国11.7%的劳动力,涉及1.2万亿美元工资。
- Is It OK to Binge Drink Occasionally? - The New York Times
Occasional binge drinking—four or more drinks in a sitting—still carries significant health risks, including cancer and heart disease, experts say.
- Brain has five ‘eras’, scientists say – with adult mode not starting until early 30s | Neuroscience
A study of brain scans from nearly 4,000 people identifies five developmental epochs with key turning points around ages nine, 32, 66, and 83.
- The surprising benefits of giving up
A meta-analysis of 230 studies finds that adjusting or abandoning unattainable goals reduces stress, anxiety, and depression more than persistent grinding.
- Photon teleportation achieved between two independent quantum dots
A German team achieved the first quantum teleportation between photons from two different quantum dots, a key step toward practical quantum repeaters for secure long-distance communication.
- GPU depreciation could be the next big crisis coming for AI hyperscalers — after spending billions on buildouts, next-gen upgrades may amplify cashflow quirks
Rapid GPU upgrade cycles threaten to make hyperscalers' hardware unprofitable, creating a financial crisis from accelerated depreciation and risky loans.
- Gemini 3: Introducing the latest Gemini AI model from Google
Google launched Gemini 3, an AI model that sets new records in reasoning and multimodality, available immediately in the Gemini app, AI Studio, and Vertex AI.
- Thinking through how pretraining vs RL learn
Reinforcement learning provides far fewer bits per FLOP than pretraining until models achieve high pass rates, limiting RLVR's ability to learn new capabilities.
Takes
Introducing Exa Agent: frontier web research at less than half the cost of GPT 5.5 and Opus. /agent orchestrates a mixture of cost-effective models to complete any web research task, from simple data enrichments to building gigantic lists.
@ExaAILabs
How AI Will Save Prediction Markets (via @aelix0x)
@0xjaniak
If you still don’t get the hype about autoresearch, read this.
@aakashgupta
I packaged up the "autoresearch" project into a new self-contained minimal repo if people would like to play over the weekend. It's basically nanochat LLM training core stripped down to a single-GPU, one file version of ~630 lines of code, then: - the human iterates on the prompt (.md) - the AI agent iterates on the training code (.py) The goal is to engineer your agents to make the fastest research progress indefinitely and without any of your own involvement. In the image, every dot is a complete LLM training run that lasts exactly 5 minutes. The agent works in an autonomous loop on a git feature branch and accumulates git commits to the training script as it finds better settings (of lower validation loss by the end) of the neural network architecture, the optimizer, all the hyperparameters, etc. You can imagine comparing the research progress of different prompts, different agents, etc.
@karpathy