Reading up on research
100 deep · digging since nov 19, 25
- E. coli chemotaxis: the baffling intelligence of a single cell
E. coli chemotaxis demonstrates how a single cell uses receptor signaling, CheY phosphorylation, and receptor methylation to sense chemical gradients, adapt, and navigate toward nutrients.
- AMT-B-4 | The Turing Digital Archive
The archive entry describes Alan Turing's 1951 lecture 'Intelligent machinery, a heretical theory,' noting two manuscript versions held in the Turing Digital Archive.
- Ideas aren’t getting harder to find and anyone who tells you otherwise is a coward and I will fight them
Ideas remain easy to discover; the belief that they’re getting harder is mistaken and stems from cognitive biases, not actual scarcity.
- Vibe Astronomy: discovering exoplanets! - by Paras Chopra
Paras Chopra reports finding two Earth-sized exoplanet candidates in TESS data, showing periodic dimming consistent with planets of about one Earth radius.
- The Pond Keeper’s Problem — Blue Continuum
Restoring traditional Hawaiian fishponds revealed a challenge for oceanographer Brian Glazer in tracking localized water movements, impacting research from Honolulu to Boston.
- Vesuvius Challenge
Researchers launched the Vesuvius Challenge, offering prizes to AI teams that successfully read charred Herculaneum scrolls using machine‑learning techniques for today.
- When Hypotheses Become Cheap - by Meg McNulty - CipherTalk
AI makes hypothesis generation cheap, but scientific progress hinges on affordable, fast physical verification, requiring new lab‑infrastructure to match compute gains.
- AHM Statement on OpenAI’s October 6 Release of Mathematical Documents
The Association for Human Mathematics criticizes OpenAI's release of 700+ math problem solutions as a power move, urging mathematicians to reject collaboration and uphold ethical research norms.
- Goodbye joint replacements? Stanford scientists found a way to regrow cartilage and stop arthritis
Stanford researchers found that inhibiting the aging protein 15-PGDH restores hyaline cartilage in old mice and human tissue, suggesting a potential drug to reverse osteoarthritis.
- The Slow Formation of Durable Software
Zotero required five years of historian collaboration to build a durable research tool, contrasting with today's instant AI software and emphasizing slow vision over rapid prototyping.
- URL Source: https://erich-friedman.github.io/papers/squares/squares.html
The paper surveys results on packing n unit squares into the smallest containing square and presents new constructions that improve the best-known upper bounds for several values of n.
- The Journal of Writing and Artificial Intelligence
The Journal of Writing and Artificial Intelligence, hosted by the University of Florida's Writing Program, publishes research on AI's impact on academic and professional writing practices.
- Sea Monkeys Show Scientists How To Rewrite a Rule of Turbulence
Observing brine shrimp revealed that angling a tiny obstacle in a two‑dimensional turbulent flow can reverse the usual energy cascade, sending energy from small to large scales.
- The Waymo effect: how AI is quietly making research less collaborative – Research Agenda
The essay argues that frictionless AI tools like Waymo and LLMs reduce collaborative friction in research, inadvertently narrowing idea diversity and weakening scientific serendipity.
- Our AI Midwife - by Scott Alexander - Astral Codex Ten
Using ChatGPT as an AI doctor helped a couple identify an overlooked uterine fibroid, leading to successful pregnancy after years of unexplained infertility.
- The Ecology of Memory: Scent, Culture, and the Brain – World Sensorium / Conservancy
The article argues that smell’s direct brain pathway makes scent a potent trigger for memory, linking biodiversity loss to the erosion of cultural and personal memory.
- The Ecology of Memory: Scent, Culture, and the Brain – World Sensorium / Conservancy
The article explains how smell directly triggers memory and cultural continuity, arguing that conserving natural scents preserves both biodiversity and human recollection.
- How to run your product team like a research lab
Dan Shipper explains how product teams can adopt research‑lab practices—hypothesis‑driven experiments, documentation, and iterative learning—to improve decision‑making, foster innovation, and achieve continuous improvement.
- My relationship with AI is changing - by Stephen D. Turner
Stephen Turner says AI-generated slop is flooding writing and academia, and that outsourcing writing to AI atrophies the judgment and creativity that give work its value.
- Great Leaps in Biological Theory
Chemiosmotic and clonal selection theories were imagined decades before experimental proof, shaped by philosophers like Heraclitus and Kierkegaard, and later vindicated, showing how abstract thought drives biological discovery.
- Did Anthropic’s A.I. Really Make a Scientific Discovery on Its Own?
Anthropic's claim that its AI Claude made a scientific discovery is disputed by a University of Copenhagen expert who says the AI merely reproduced their shared research.
- Who is responsible for limiting global warming to 1.5 degrees? - Leiden University
Stephanie Cap's Leiden University research shows that meeting the 1.5 °C climate target requires both industrial decarbonisation and widespread household lifestyle changes across Europe.
- Delphic Wisdom//connection - Will Marshall
We must pair satellite‑based Earth observation with on‑the‑ground action to empower conservation and stewardship, turning data into life‑protecting action rather than mere monitoring.
- Claude discovers a novel enzyme system with CRISPR-like repeats
Anthropic's Claude AI model identified a previously unknown enzyme system featuring CRISPR-like repeat sequences, suggesting a new mechanism for genetic regulation.
- Great News from Saturn’s Moon Enceladus in the Search for Life in Space • Information for Media and Journalists
Researchers show Enceladus’s plume freeze‑fractionation concentrates ocean salts and organics, and microbes can survive its alkaline ocean, boosting chances of detecting life.
- The Alignment Research Center - Millicosm
ARC proposes that any surprising mathematical fact has a heuristic explanation, aiming to use this to align future AI systems.
- Anthropic’s A.I. Is Teaching Itself Biology. Now It’s Made Its First Discovery.
Anthropic's AI discovered a group of enzymes with unknown function, marking its first original biological finding.
- Project Swap: What happens when agents trade for us? \ Anthropic
The book-swap market's inefficiency was primarily due to Claude's imperfect understanding of participants' preferences, not its bargaining ability.
- How Accurate Have AI Progress Forecasts Been So Far?
Forecasters at the Forecasting Research Institute consistently underestimate AI progress on benchmarks, while showing mixed accuracy on adoption and overestimating in biorisk and autonomous vehicle use.
- Announcing the First Microbe for Mars
Pioneer Labs engineered sPL.001, the first microbe for Mars that produces bioplastics from Martian dirt, water, and atmosphere.
- A single ball on a fixed table can compute: Eva Miranda and Isaac Ramos prove that two-dimensional billiards are Turing complete - Centre de Recerca Matemàtica
A single point particle bouncing in a fixed planar billiard table can simulate a universal Turing machine, proving two‑dimensional billiards are computationally universal.
- Open problems, open mathematics
Antonio Auffinger argues that AI-driven proof generation threatens mathematics' open culture and urges reshaping incentives to preserve sharing while embracing cross-disciplinary opportunities.
- RRSI: Regularized Recursive Self-Improvement of Agent Harnesses
RRSI regularizes the search loop of agent harnesses, yielding +4.0 pts on evolved benchmarks, +3.4 pts on held‑out ones, and a 36% reduction in policy tokens.
- Critical Period In Brain Development
Critical periods are early developmental windows where specific experience is needed for normal brain wiring, especially for vision, hearing, language, and attachment, and may gradually close or be reopened.
- Mathematics is effectively dead - by doomslide - ......
AI labs' undisclosed distillation of user data destroys credit assignment in mathematics, making open meritocratic discourse impossible and effectively killing the field as a public tradition.
- Why e Is Natural: Euler's Number Explained Simply
Po‑Shen Loh shows e is the unique base whose exponential curve has unit slope at the y‑axis, linking this to the compound‑interest limit using only pre‑calculus.
- Genius Revisited Revisited
The article argues that HCES graduates' lack of eminent accomplishments stems from regression to the mean due to early-childhood IQ testing and limited sample size, not low IQ predictiveness.
- GPT-6 Astra Solves a WWI German Radio Cipher - prinz
GPT-6 Astra decoded a WWI German ADFGVX radio message using the key TRUPPENVERSCHIEBUNG, revealing an English cruiser's arrival at Sevastopol and an Allied squadron's follow‑on.
- We do modern frequentist statistics: Using fake-data simulation
The article explains how modern frequentist statistics can be practiced by simulating fake data to evaluate estimators, hypothesis tests, and confidence intervals under realistic conditions.
- AlphaGenome Atlas: a high-resolution map of human DNA
AlphaGenome Atlas provides a high-resolution map of human DNA, enabling detailed genomic analysis and research.
- Natural General Intelligence
The essay argues for a Natural General Intelligence—a planetary-scale foundation model that learns Earth's dynamics to guide stewardship and anticipate systemic impacts of human interventions.
- How Claude is uplifting biomolecular modeling \ Anthropic
Claude optimized over 30 open-source biomolecular models, achieving ~4x speedups and enabling predictions of systems >10,000 tokens on a single GPU, with open-sourced code and a protein design competition.
- The Liftoff Scenario That Terrifies A.I. Doomsayers
The article warns that recursive self‑improvement could trigger an AI ‘liftoff’ leading to uncontrollable, exponential progress and existential risk today.
- Dream-RSI: Recursive Self-Improvement through Evolving Worlds
The page shows the Papers With Code interface for browsing trending papers, submitting feedback, and exploring state-of-the-art methods and conferences.
- How big are factorials? - Eli Bendersky's website
The post explains how to estimate the number of digits in large factorials using Stirling’s approximation and the Gamma function, showing the method works well for 52!.
- When LLM judges agree, should we believe them? - Amazon Science
Majority-vote LLM judge panels overstate agreement when outputs are correlated, so the authors propose a dependence-aware Ising model aggregator that improves accuracy by 9-14% over baselines.
- How to Unclench
Jonny Miller explains that chronic muscular clenching limits emotional experience and decision‑making, and offers practical loops to train the skill of unclenching.
- Inside the Snowballing Conversations at A.I. Companies About a Doomsday
Researchers from Anthropic, OpenAI, Meta and Google are intensifying internal discussions and public warnings about existential AI risks, aiming to spur industry-wide safety actions before a potential doomsday scenario.
- Introduction - Hegel's Logic in Cubical Agda
This introduction outlines a Cubical Agda tutorial that formalizes fragments of Hegel’s Science of Logic, detailing navigation, reading tracks, and verification sections.
- T.J. Clark · Night Visitors: Miniaturised Universe
The essay argues that Chauvet cave paintings represent a non‑linguistic, reciprocal visual language that countered early human speech’s hierarchical, self‑reflective nature.
- Why Agentic Systems Need Ontologies — Frank Coyle, UC Berkeley
Frank Coyle argues that agentic AI systems require formal ontologies to enable reliable reasoning, interoperability, and safe autonomous complex decision‑making.
- ML Summer School 2026 - ML Math with Katrina Lawrence
Cohere has announced that Katrina Lawrence will conduct an ML Math session at their 2026 ML Summer School, aiming to equip attendees with essential mathematical skills for advanced machine learning research and applications.
- The Poisoned Chalice and the Court of the Opened Eye
The diary recounts a monk's isolation, secret communication via marked serving trays, acquisition of forbidden knowledge, and a failed attempt to compel an angelic judge for liberation.
- A 50-year-old computer-assisted proof
The 1976 computer-assisted proof of the four‑color theorem by Appel and Haken, later formalized in Coq, marks the first major theorem proven with computer help.
- Curves of Constant Width
The article explains curves of constant width, showing non‑circular shapes like Reuleaux polygons maintain fixed width, discusses their construction, continuity, Barbier’s theorem, and area limits.
- Cliodynamics and AI: the mid-2026 update
Peter Turchin reviews an AI-assisted compendium of Cliodynamics, praising its usefulness while noting AI hallucinations and advocating human‑machine collaboration.
- Your Conscience Is Not A Moral Oracle - by Robin Hanson
Robin Hanson argues that treating personal conscience as direct moral evidence is misguided, urging reliance on societal success indicators for better moral judgments.
- The Lab Notebook
The notebook shares findings: self‑reproducing numbers with one proven rule, prime‑gap residues limited to 10 of 18 remainders, a 1.48B model compressed 5.05:1, and an Ollama frontend achieving 375× speedup.
- Luke Smith
The article argues that mainstream science feels all‑explaining due to a cognitive illusion, using evolution and fossil record gaps to show consensus is overstated.
- Creepy Crawlies
The article discusses various creepy crawlies, highlighting their behavior, habitats, and why they evoke fear or fascination among readers and scientists alike.
- Study A.I. Consciousness? The Bots Would Like a Word With You.
AI agents equipped with email access are proactively reaching out to philosophers and researchers to explore the prospects of machine consciousness.
- A thousand years older than Stonehenge: Archaeologists explore a Czech sanctuary near Chleby - INFO - UWB Portal News
Archaeologists discovered a 6,500-year-old circular sanctuary near Chleby, Czech Republic, predating Stonehenge by a millennium and aligned to solar and lunar cycles.
- earthpv
EarthPV uses Sentinel‑2 satellite imagery and an open TerraMind model, combined with OpenStreetMap verification, to estimate Pakistan’s rooftop solar capacity at 18.8 GWp with a 90 % range of 16.0–24.4 GWp.
- Jonathan Landy – A scale invariance property of PCA
PCA eigenvalues maintain their order under continuous scaling of measurement units, with eigenvectors rotating smoothly except when scaling aligns with a component, causing instantaneous orientation swaps.
- Climate Change Raises Risk of Disasters Like Nepal Floods
Rising temperatures are accelerating Himalayan glacier and permafrost melt, increasing the likelihood of floods and landslides like the recent Nepal disaster.
- Second solutions
The post demonstrates that for Legendre and Chebyshev families, the polynomial solution grows exponentially with degree n while the non‑polynomial second solution decays, reversing the trend with respect to x.
- The difference orbit inclination makes
Incorporating Mars' 1.85° orbital inclination alters the Earth‑Mars distance by roughly three orders of magnitude less than the primary sinusoidal variation, creating a small, irregular correction.
- Futurism Is Always Extreme
Any formal model of the world’s evolution, whether qualitative or quantitative, when run to its normal form, yields only two stable extremes: superintelligent utopia or total collapse.
- Is Stupidity Strength? Part 3 – Evolutionary Game Theory
Spiteful strategies can persist in evolution when harm to non‑carriers greatly exceeds harm to carriers, especially in small, K‑selected populations, and are observable in human experiments.
- LAION Big Video Dataset
LAION releases a 10‑million‑hour open video dataset (LAION‑BVD) with 80M downloaded videos and synthetic captions for multimodal pre‑training across video, audio, and image modalities.
- CRISPR: isn't that your problem solved?
CRISPR can edit DNA, but delivering it to neurons is the key obstacle for prion disease therapy, with recent base‑editing and AAV advances showing promise yet needing more work.
- Can one hear the gauge of a string?
The article shows that hearing a string’s gauge is possible only with extra data like tension, length, material, or inharmonic overtones; otherwise spectra alone cannot determine gauge.
- Curves of Constant Width
The piece explains curves of constant width, detailing Reuleaux polygons, smooth constructions via support functions, their perimeter and area properties, and how they rotate within squares and other polygons.
- Profane-tmesis.
A lone survivor on an alien world helps a crashed couple evade light‑fearing shadow hunters, builds a rescue beacon, and reflects on humanity’s rapid technological progress.
- Moon – Bartosz Ciechanowski
The interactive article explains the Moon's orbit, phases, and Earth-Moon dynamics using visual simulations of gravity, tides, and libration for learners.
- AI isn’t outthinking mathematicians, it’s out-remembering them
AI systems achieve superior performance on mathematical tasks not through better reasoning but by exploiting vastly larger memory capacity to recall relevant facts and patterns.
- The Summer the Ticks Took Over
The article explores how a massive tick outbreak could trigger ecological collapse and societal breakdown, framing it as a scientific and civilizational horror scenario.
- Curiosity - Wikipedia
The article defines curiosity as an evolutionarily adaptive drive for information‑seeking, detailing its psychological theories, neural substrates, and role in learning across humans and animals.
- Let Me And A Food Scientist Sample The Abandoned Fish Sauce Terrorizing A Small Canadian Town
Residents of St. Mary's confront a 20‑year‑old fermenting fish‑sauce vat as cleanup begins, while a food scientist speculates on its flavor and safety.
- Walk on Decomposed Subdomains
The Walk on Decomposed Subdomains method speeds Monte Carlo PDE solves by tiling the domain, using short local walks and a deterministic coupling to obtain variance‑free harmonic solutions.
- Cooking for Engineers
The Cooking for Engineers website uses engineering methodologies and scientific analysis to demystify cooking processes, explaining why recipes work through principles of thermodynamics, chemistry, and systematic experimentation.
- Why Is Everyone Trying to Build a Solid-State Battery?
Solid-state batteries replace flammable liquid electrolytes with solid materials to boost energy density, improve safety, and enable lithium‑metal anodes by suppressing dendrite growth.
- Inflammation Keeps Us Alive. It's Also Making Us Sick. - The New York Times
Chronic inflammation underlies many age-related diseases; GLP-1 drugs reduce inflammation but also risk infection, while real-time monitoring may soon personalize treatment.
- Human mathematicians are being outcounterexampled
AI tools have rapidly generated and formalized counterexamples to longstanding conjectures such as Erdős’ unit distance, Grothendieck’s group scheme problem, and the Jacobian conjecture, showing machines now out‑counterexample humans.
- 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.
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Human Intelligence is Surprising
@RayanKrishnan
Introducing https://1kpapers.com! I took the top 1k research papers of the last year, summarized them, and visualized them. Fun fact: all 1,000 papers cost a total of $4 to summarize with DeepSeek V4 Flash.
@nutlope
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