不知道 不明了 不想要
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Why Pudgy Penguins Turned to This Toy Guru to Reach the Masses
Why Pudgy Penguins Turned to This Toy Guru to Reach the Masses Steve Starobinsky’s plan centers on perceived “white space.” André Beganski Go to decrypt.co
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Optimizing Data Transfer in AI/ML Workloads
Optimizing Data Transfer in AI/ML Workloads A deep dive on data transfer bottlenecks, their identification, and their resolution with the help of NVIDIA Nsight™ Systems The post Optimizing Data Transfer in AI/ML Workloads appeared first on Towards Data Science. Chaim Rand Go to original source
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How to Keep MCPs Useful in Agentic Pipelines
How to Keep MCPs Useful in Agentic Pipelines Check the tools your LLM uses before replacing it with just a more powerful model The post How to Keep MCPs Useful in Agentic Pipelines appeared first on Towards Data Science. Roman S Go to original source
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Reinforcement learning accelerates model-free training of optical AI systems
Reinforcement learning accelerates model-free training of optical AI systems Optical computing has emerged as a powerful approach for high-speed and energy-efficient information processing. Diffractive optical networks, in particular, enable large-scale parallel computation through the use of passive structured phase masks and the propagation of light. However, one major challenge remains: systems trained in model-based simulations…
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Focus apps claim to improve your productivity. Do they actually work?
Focus apps claim to improve your productivity. Do they actually work? It’s hardly a revelation that we’re living in an era of distraction and smartphone addiction. Our phones interrupt us, hijack our attention, and tempt us into scrolling. Even when we aren’t interacting with them, their mere presence makes it difficult to concentrate. Go to…
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13 WTF Moments of the Year: 2025 Crypto Edition
13 WTF Moments of the Year: 2025 Crypto Edition The crypto industry delivered some of the most baffling, surreal, and downright degenerate moments in its history in 2025—here’s a few. Ryan Gladwin Go to decrypt.co
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Crypto Crystal Ball 2026: Will Ethereum Finally Start Going Parabolic?
Crypto Crystal Ball 2026: Will Ethereum Finally Start Going Parabolic? Experts say major trends in Ethereum’s adoption could bring about a long-awaited surge in ETH’s price this year—or at least the start of such a journey. Sander Lutz Go to decrypt.co
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Coinbase Targeting Stablecoin Growth, Onchain Adoption in 2026: Brian Armstrong
Coinbase Targeting Stablecoin Growth, Onchain Adoption in 2026: Brian Armstrong The exchange beat financial expectations in Q3 of last year, and it’s aiming to grow its stablecoin and payments businesses in 2026. Simon Chandler Go to decrypt.co
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The Biggest Games Releasing in January 2026
The Biggest Games Releasing in January 2026 January 2026 brings a rare slowdown, with a light slate that makes room for smaller games and backlog catch-up ahead of a busier February. Eric Frederiksen Go to decrypt.co
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Drift Detection in Robust Machine Learning Systems
Drift Detection in Robust Machine Learning Systems A prerequisite for long-term success of machine learning systems The post Drift Detection in Robust Machine Learning Systems appeared first on Towards Data Science. Morris Stallmann Go to original source
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Off-Beat Careers That Are the Future Of Data
Off-Beat Careers That Are the Future Of Data The unconventional career paths you need to explore The post Off-Beat Careers That Are the Future Of Data appeared first on Towards Data Science. Rashi Desai Go to original source
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The Real Challenge in Data Storytelling: Getting Buy-In for Simplicity
The Real Challenge in Data Storytelling: Getting Buy-In for Simplicity What happens when your clear dashboard meets stakeholders who want everything on one screen The post The Real Challenge in Data Storytelling: Getting Buy-In for Simplicity appeared first on Towards Data Science. Benjamin Nweke Go to original source
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The top 6 content management trends in 2026
The top 6 content management trends in 2026 AI technology continues to shape the content management market. It underpins top trends in 2026, including generative AI, agentic AI and predictive analytics. Go to techtarget
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No-code machine learning development tools
No-code machine learning development tools Since 2021, Korean researchers have been providing a simple software development framework to users with relatively limited AI expertise in industrial fields such as factories, medical, and shipbuilding, providing them with a significant boost. Go to techxplore
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UK sees record-high electricity from renewables in 2025: Study
UK sees record-high electricity from renewables in 2025: Study Britain produced a record-high amount of electricity from renewable energy last year, a study revealed on Friday. Go to techxplore
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Norway closes in on objective of 100% electric car sales
Norway closes in on objective of 100% electric car sales Norway came close to its objective of selling only zero-emission cars in 2025, with electric vehicles accounting for 95.9% of new registrations. Go to techxplore
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Tesla loses title as world’s biggest electric vehicle maker as sales fall for second year in a row
Tesla loses title as world’s biggest electric vehicle maker as sales fall for second year in a row Tesla lost its crown as the world’s bestselling electric vehicle maker on Friday as a customer revolt over Elon Musk’s right-wing politics, expiring U.S. tax breaks for buyers and stiff overseas competition pushed sales down for a…
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Turning PCs and mobile devices into AI infrastructure can slash operational costs
Turning PCs and mobile devices into AI infrastructure can slash operational costs Until now, AI services based on large language models (LLMs) have mostly relied on expensive data center GPUs. This has resulted in high operational costs and created a significant barrier to entry for utilizing AI technology. A research team at KAIST has developed…
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Missed first vaccines make babies far more likely to miss measles shot, study finds
Missed first vaccines make babies far more likely to miss measles shot, study finds Babies who don’t get their first round of vaccines on time at 2 months of age are much less likely to get vaccinated against measles, mumps, and rubella by age 2, according to a new study that suggests pediatricians may have…
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Debates around life, death, and access worry those with disabilities. 3 trends to watch in 2026
Debates around life, death, and access worry those with disabilities. 3 trends to watch in 2026 After a tumultuous year for people with disabilities, advocates are pushing to expand access to primary and emergency care — and add nuance to the emerging conversations around genetic engineering and end-of-life care. As STAT predicted this time last…
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Opinion: New medical technology presents hospitals with a prisoner’s dilemma
Opinion: New medical technology presents hospitals with a prisoner’s dilemma In 2026, Medtronic plans to launch a new robot to compete with a legacy market leader. This new robot is reportedly cheaper both in startup and sustained costs. That’s a welcome direction for any new medical technology, but it ignores a problem that hospitals, especially…
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STAT+: Who will pay for AI in health care? 3 trends to watch in 2026
STAT+: Who will pay for AI in health care? 3 trends to watch in 2026 The health care industry is gearing up for a battle over whether and how clinical artificial intelligence should get paid for. As of the end of September, the Food and Drug Administration has authorized 1,357 AI-enabled medical devices. But very…
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The Most Anticipated Games of 2026
The Most Anticipated Games of 2026 2026 is shaping up to be a huge year for games, with major sequels, long-awaited releases, and big new projects already lined up. Eric Frederiksen Go to decrypt.co
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Crypto Crystal Ball 2026: Are We Headed for Bitcoin and Crypto Winter?
Crypto Crystal Ball 2026: Are We Headed for Bitcoin and Crypto Winter? Bitcoin at $200,000? Massive volatility? Experts predict where the markets are headed—and it’s probably not another winter. Sander Lutz Go to decrypt.co
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All of Trump’s Pardons of Prominent Crypto Figures—So Far
All of Trump’s Pardons of Prominent Crypto Figures—So Far The pardons cemented crypto as both an economic force and a partisan issue in Washington. Jason Nelson Go to decrypt.co
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EDA in Public (Part 3): RFM Analysis for Customer Segmentation in Pandas
EDA in Public (Part 3): RFM Analysis for Customer Segmentation in Pandas How to build, score, and interpret RFM segments step by step The post EDA in Public (Part 3): RFM Analysis for Customer Segmentation in Pandas appeared first on Towards Data Science. Ibrahim Salami Go to original source
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Deep Reinforcement Learning: The Actor-Critic Method
Deep Reinforcement Learning: The Actor-Critic Method Robot friends collaborate to learn to fly a drone The post Deep Reinforcement Learning: The Actor-Critic Method appeared first on Towards Data Science. Vedant Jumle Go to original source
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China’s BYD logs record EV sales in 2025
China’s BYD logs record EV sales in 2025 Chinese auto giant BYD sold 2.26 million electric vehicles last year, a company statement showed Thursday, setting a new record for any firm globally. Go to techxplore
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Genetic variant appears to protect some people against certain blood cancers
Genetic variant appears to protect some people against certain blood cancers Over time, hematopoietic or blood stem cells can quietly acquire mutations that push them to divide just a little more aggressively, creating a larger group of clones in the bone marrow. In a fraction of people with this phenomenon, called clonal hematopoiesis of indeterminate…
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Opinion: Why I’m skipping Dry January
Opinion: Why I’m skipping Dry January Like many of my friends, I enjoy a glass of wine with dinner or a beer with friends. But a recent U.S. surgeon general report warning that any alcohol consumption is unsafe made me pause. Should I embrace “Dry January,” or even quit altogether? Recently, at least eight respected medical societies…
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NIH director says DEI-related grants that were restored under a court order won’t be renewed
NIH director says DEI-related grants that were restored under a court order won’t be renewed Throughout the year, researchers have been heartened by legal decisions pushing back on directives from the National Institutes of Health to halt and deprioritize work it deems related to diversity, equity, and inclusion. In June, two suits filed against the…
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From Bybit to Coinbase: 2025’s Biggest Crypto Hacks and Breaches
From Bybit to Coinbase: 2025’s Biggest Crypto Hacks and Breaches Crypto firms faced a record $2.72 billion in theft this year as attackers expanded their reach across major exchanges and DeFi platforms. Mathew Di Salvo Go to decrypt.co
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Crypto Crystal Ball 2026: Is Wall Street the Industry’s Next Villain?
Crypto Crystal Ball 2026: Is Wall Street the Industry’s Next Villain? As the crypto industry becomes more powerful, entrenched competitors in traditional finance are starting to gear up for battle. Sander Lutz Go to decrypt.co
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Emerge’s Top 10 WTF AI Moments of 2025
Emerge’s Top 10 WTF AI Moments of 2025 From Grok’s “MechaHitler” meltdown to North Korea’s “vibe-hacking” ransomware, 2025 was the year AI stopped pretending to be smart and started acting unhinged. Jose Antonio Lanz Go to decrypt.co
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Fitted Q Evaluation Without Bellman Completeness via Stationary Weighting
Fitted Q Evaluation Without Bellman Completeness via Stationary Weighting arXiv:2512.23805v1 Announce Type: new Abstract: Fitted Q-evaluation (FQE) is a central method for off-policy evaluation in reinforcement learning, but it generally requires Bellman completeness: that the hypothesis class is closed under the evaluation Bellman operator. This requirement is challenging because enlarging the hypothesis class can worsen…
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Energy-Tweedie: Score meets Score, Energy meets Energy
Energy-Tweedie: Score meets Score, Energy meets Energy arXiv:2512.23818v1 Announce Type: new Abstract: Denoising and score estimation have long been known to be linked via the classical Tweedie’s formula. In this work, we first extend the latter to a wider range of distributions often called “energy models” and denoted elliptical distributions in this work. Next, we…
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Stationary Reweighting Yields Local Convergence of Soft Fitted Q-Iteration
Stationary Reweighting Yields Local Convergence of Soft Fitted Q-Iteration arXiv:2512.23927v1 Announce Type: new Abstract: Fitted Q-iteration (FQI) and its entropy-regularized variant, soft FQI, are central tools for value-based model-free offline reinforcement learning, but can behave poorly under function approximation and distribution shift. In the entropy-regularized setting, we show that the soft Bellman operator is locally…
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Implicit geometric regularization in flow matching via density weighted Stein operators
Implicit geometric regularization in flow matching via density weighted Stein operators arXiv:2512.23956v1 Announce Type: new Abstract: Flow Matching (FM) has emerged as a powerful paradigm for continuous normalizing flows, yet standard FM implicitly performs an unweighted $L^2$ regression over the entire ambient space. In high dimensions, this leads to a fundamental inefficiency: the vast majority…
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Constructive Approximation of Random Process via Stochastic Interpolation Neural Network Operators
Constructive Approximation of Random Process via Stochastic Interpolation Neural Network Operators arXiv:2512.24106v1 Announce Type: new Abstract: In this paper, we construct a class of stochastic interpolation neural network operators (SINNOs) with random coefficients activated by sigmoidal functions. We establish their boundedness, interpolation accuracy, and approximation capabilities in the mean square sense, in probability, as well…
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Production-Ready LLMs Made Simple with the NeMo Agent Toolkit
Production-Ready LLMs Made Simple with the NeMo Agent Toolkit From simple chat to multi-agent reasoning and real-time REST APIs The post Production-Ready LLMs Made Simple with the NeMo Agent Toolkit appeared first on Towards Data Science. Mariya Mansurova Go to original source
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What Advent of Code Has Taught Me About Data Science
What Advent of Code Has Taught Me About Data Science Five key learnings that I discovered during a programming challenge and how they apply to data science The post What Advent of Code Has Taught Me About Data Science appeared first on Towards Data Science. Jasper Schroeder Go to original source
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Chunk Size as an Experimental Variable in RAG Systems
Chunk Size as an Experimental Variable in RAG Systems Understanding retrieval in RAG systems by experimenting with different chunk sizes The post Chunk Size as an Experimental Variable in RAG Systems appeared first on Towards Data Science. Sarah Schürch Go to original source
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The Machine Learning “Advent Calendar” Bonus 2: Gradient Descent Variants in Excel
The Machine Learning “Advent Calendar” Bonus 2: Gradient Descent Variants in Excel Gradient Descent, Momentum, RMSProp, and Adam all aim for the same minimum. They do not change the destination, only the path. Each method adds a mechanism that fixes a limitation of the previous one, making the movement faster, more stable, or more adaptive.…
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Review: These are the best plug-in hybrids for under $55,000
Review: These are the best plug-in hybrids for under $55,000 If an electric car stirs your interest but the lifestyle changes sound daunting, consider a plug-in hybrid. A plug-in hybrid is simply a rechargeable hybrid, with a larger battery than a standard hybrid that enables a short range of fully electric driving. A regular hybrid…
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France plans social media ban for children under 15
France plans social media ban for children under 15 France will make a fresh attempt to protect children from excessive screen time, proposing a ban on social media access for children under 15 by next September, according to a draft law seen by AFP. Go to techxplore
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Low-cost gelators nearly double the performance of aircraft anti-icing fluids, finds new study
Low-cost gelators nearly double the performance of aircraft anti-icing fluids, finds new study Tiny molecules already used to thicken everyday products like lotions and adhesives may soon help keep aircraft safe in icy conditions. These molecules, known as low-molecular-weight gelators (LMWGs), can self-assemble into soft, gel-like structures and have long been used in industrial formulations.…
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Tucked away in a downtown Chicago office building, fallen e-commerce star Groupon is ready for a comeback
Tucked away in a downtown Chicago office building, fallen e-commerce star Groupon is ready for a comeback Inside Groupon’s 2-year-old headquarters on the 25th floor of the Leo Burnett Building in downtown Chicago, a giant cat in a spaceship with flashing lights greets visitors in an otherwise staid office tower. Go to techxplore
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How California’s Delete Act will protect personal information from data brokers in the New Year
How California’s Delete Act will protect personal information from data brokers in the New Year Use a loyalty card at a drug store, browse the web, post on social media, get married or do anything else most people do, and chances are companies called data brokers know about it—along with your email address, your phone…
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The top medical advances of 2025
The top medical advances of 2025 It has been a tough year for medicine. The U.S. research enterprise has been scrambled by a series of political decisions with long-reaching consequences. But make no mistake: Science didn’t stop, and medicine has had its share of major advances. As I have written for years, this is biology’s…
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Opinion: The most-read First Opinion essays of 2025
Opinion: The most-read First Opinion essays of 2025 You can chart 2025’s biggest and most important life sciences topics through the most read First Opinion essays of the year: vaccines, health insurance costs, whether AI is fulfilling its promise, the MAHA movement, and general chaos within the federal government. But the top 20 pieces —…
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NIH begins review of thousands of delayed research proposals, funding 135 on first day
NIH begins review of thousands of delayed research proposals, funding 135 on first day A deal between the federal government and groups that sued the Trump administration over National Institutes of Health research grant proposals consigned to bureaucratic limbo because of anti-DEI policies is already bearing fruit. The agreement, which was reached Monday, came with…
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Crypto Goes to Hollywood
Crypto Goes to Hollywood Netflix has just announced an upcoming crypto comedy film—but why has it taken so long for the industry to hit the silver screen? Stephen Graves Go to decrypt.co
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The Year in Bitcoin and Crypto ATMs 2025: Power Tools, Scams and Calls for Action
The Year in Bitcoin and Crypto ATMs 2025: Power Tools, Scams and Calls for Action Bitcoin and crypto ATMs faced heightened scrutiny in 2025, as authorities and lawmakers tried to confront a growing number of scams. André Beganski Go to decrypt.co
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2026 Crypto Predictions! Tom Lee still buying ETH! Rekt tease WorldStar collab!
2026 Crypto Predictions! Tom Lee still buying ETH! Rekt tease WorldStar collab! Btc: 87k (0%) | btc.D: 59.0% (0%). Eth: 2975 (1%) | bnb: 855 (+1%) | sol: 124 (0%). Tom Lee bought another $130M in ETH for Christmas, and still holds $1B in cash heading into the new year. REKT drinks and WorldStarHipHop tease…
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The Year in Stablecoins 2025: Record Growth as GENIUS Act Opens the Floodgates
The Year in Stablecoins 2025: Record Growth as GENIUS Act Opens the Floodgates Stablecoins exploded in 2025 with new regulations, banking charters, and a $306 billion market cap—but not all issuers had smooth sailing. Stacy Elliott Go to decrypt.co
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Overcoming Nonsmoothness and Control Chattering in Nonconvex Optimal Control Problems
Overcoming Nonsmoothness and Control Chattering in Nonconvex Optimal Control Problems With some hints for good numerics The post Overcoming Nonsmoothness and Control Chattering in Nonconvex Optimal Control Problems appeared first on Towards Data Science. Willem Esterhuizen Go to original source
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The Machine Learning “Advent Calendar” Bonus 1: AUC in Excel
The Machine Learning “Advent Calendar” Bonus 1: AUC in Excel AUC measures how well a model ranks positives above negatives, independent of any chosen threshold. The post The Machine Learning “Advent Calendar” Bonus 1: AUC in Excel appeared first on Towards Data Science. angela shi Go to original source
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Agents Under the Curve (AUC)
Agents Under the Curve (AUC) Towards understanding if your agentic solution is actually better The post Agents Under the Curve (AUC) appeared first on Towards Data Science. Lambert Leong Go to original source
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Passengers’ brain signals may help self-driving cars make safer choices
Passengers’ brain signals may help self-driving cars make safer choices Cars from companies like Tesla already promise hands-free driving, but recent crashes show that today’s self-driving systems can still struggle in risky, fast-changing situations. Go to techxplore
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New AI model accurately grades messy handwritten math answers and explains student errors
New AI model accurately grades messy handwritten math answers and explains student errors A research team affiliated with UNIST has unveiled a novel AI system capable of grading and providing detailed feedback on even the most untidy handwritten math answers—much like a human instructor. Go to techxplore
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AI agents arrived in 2025—here’s what happened and the challenges ahead in 2026
AI agents arrived in 2025—here’s what happened and the challenges ahead in 2026 In artificial intelligence, 2025 marked a decisive shift. Systems once confined to research labs and prototypes began to appear as everyday tools. At the center of this transition was the rise of AI agents—AI systems that can use other software tools and…
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Decompression sickness in fish reveals hidden risks of hydropower operations
Decompression sickness in fish reveals hidden risks of hydropower operations Professor Ole Gunnar Dahlhaug and postdoctoral fellow Wolf Ludwig Kuhn at the Norwegian University of Science and Technology (NTNU) have three goals: To understand the problem of gas supersaturation at hydropower plants, to solve it, and to help correct mistakes made during Norway’s more than…
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I grew up in the world’s coldest city without central heating. Here’s what the world can learn from us
I grew up in the world’s coldest city without central heating. Here’s what the world can learn from us On winter mornings in Harbin, where the air outside could freeze your eyelashes, I would wake up on a bed of warm earth. Go to techxplore
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STAT+: A new drug allowed them to go in the sun for the first time. They’re terrified they may have to give it up
STAT+: A new drug allowed them to go in the sun for the first time. They’re terrified they may have to give it up It was particularly cold and windy for a November day, but that didn’t matter to Ginger Gonsalves and Becky Kelliher. The sun was out, and no one counted the seconds in…
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STAT+: Three major health care policy issues to watch in 2026
STAT+: Three major health care policy issues to watch in 2026 WASHINGTON — Health care figured prominently in the first year of President Trump’s second term, and it’ll likely play an even bigger role leading up to the 2026 midterm elections. The shift back to health care politics has been somewhat surprising. Although Republicans were…
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STAT’s most memorable photos of 2025
STAT’s most memorable photos of 2025 Each of the photographs below represents a life — or lives — profoundly affected by the events of 2025. Some of the stories have been about loss — of jobs, of access to health care, of research grants. Others represent hope — in the form of promising new treatments for cancer,…
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Opinion: Patients are consulting AI. Doctors should, too
Opinion: Patients are consulting AI. Doctors should, too Ask most physicians today, and they’ll describe some version of this scene: In the middle of an appointment, a patient says, “I asked ChatGPT about the treatment you recommended.” A few years ago, doctors might have bristled. Today, this is the new reality. And yet, it’s exactly…
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Trump administration agrees to reconsider frozen and denied NIH grant submissions related to DEI
Trump administration agrees to reconsider frozen and denied NIH grant submissions related to DEI The Trump administration has reached an agreement to reevaluate research projects left in bureaucratic limbo while a lawsuit over the termination of thousands of grants from the National Institutes of Health moves through the courts. The decision caps off a tumultuous…
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This Was the Year of the Ninja Video Game—These Were the Best in 2025
This Was the Year of the Ninja Video Game—These Were the Best in 2025 This year delivered a full-on ninja and samurai takeover, with a wave of new releases offering more katana-heavy action than ever before. Eric Frederiksen Go to decrypt.co
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Creator Capital Markets: How Pump.fun Changed Streaming in 2025
Creator Capital Markets: How Pump.fun Changed Streaming in 2025 The term “creator capital markets” was coined in 2025, with Pump.fun investing heavily into its livestreamer ecosystem. Ryan Gladwin Go to decrypt.co
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The White Whale up 10x in a week! Lighter TGE! Saylor buys $109M BTC!
The White Whale up 10x in a week! Lighter TGE! Saylor buys $109M BTC! Btc: 87k (-1%) | btc.D: 59.0% (0%). Eth: 2953 (-3%) | bnb: 853 (-1%) | sol: 124 (-3%). The White Whale goes almost 15x in a week, from $5m to $71m mcap. Lighter TGE rumours stirring. YouTuber Nick Shirley reveals mass…
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Crypto Crystal Ball 2026: Will Crypto Lose the Fight for a Market Structure Bill?
Crypto Crystal Ball 2026: Will Crypto Lose the Fight for a Market Structure Bill? The crypto lobby is becoming convinced their coveted bill can’t pass Congress next year. Just how crucial is it? Sander Lutz Go to decrypt.co
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Year in Prediction Markets: From Regulatory ‘Sinkhole’ to Multi-Billion Dollar Business
Year in Prediction Markets: From Regulatory ‘Sinkhole’ to Multi-Billion Dollar Business Prediction markets hit $2B in weekly volume as regulatory hostility faded and mainstream players from CNN to the NHL jumped on the trend. Stacy Elliott Go to decrypt.co
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A review of NMF, PLSA, LBA, EMA, and LCA with a focus on the identifiability issue
A review of NMF, PLSA, LBA, EMA, and LCA with a focus on the identifiability issue arXiv:2512.22282v1 Announce Type: new Abstract: Across fields such as machine learning, social science, geography, considerable attention has been given to models that factorize a nonnegative matrix into the product of two or three matrices, subject to nonnegative or row-sum-to-1…
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On Fibonacci Ensembles: An Alternative Approach to Ensemble Learning Inspired by the Timeless Architecture of the Golden Ratio
On Fibonacci Ensembles: An Alternative Approach to Ensemble Learning Inspired by the Timeless Architecture of the Golden Ratio arXiv:2512.22284v1 Announce Type: new Abstract: Nature rarely reveals her secrets bluntly, yet in the Fibonacci sequence she grants us a glimpse of her quiet architecture of growth, harmony, and recursive stability citep{Koshy2001Fibonacci, Livio2002GoldenRatio}. From spiral galaxies to…
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A General Weighting Theory for Ensemble Learning: Beyond Variance Reduction via Spectral and Geometric Structure
A General Weighting Theory for Ensemble Learning: Beyond Variance Reduction via Spectral and Geometric Structure arXiv:2512.22286v1 Announce Type: new Abstract: Ensemble learning is traditionally justified as a variance-reduction strategy, explaining its strong performance for unstable predictors such as decision trees. This explanation, however, does not account for ensembles constructed from intrinsically stable estimators-including smoothing splines,…
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Gradient Dynamics of Attention: How Cross-Entropy Sculpts Bayesian Manifolds
Gradient Dynamics of Attention: How Cross-Entropy Sculpts Bayesian Manifolds arXiv:2512.22473v1 Announce Type: new Abstract: Transformers empirically perform precise probabilistic reasoning in carefully constructed “Bayesian wind tunnels” and in large-scale language models, yet the mechanisms by which gradient-based learning creates the required internal geometry remain opaque. We provide a complete first-order analysis of how cross-entropy training…
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How to Facilitate Effective AI Programming
How to Facilitate Effective AI Programming How to ensure your coding agent has the same context as you The post How to Facilitate Effective AI Programming appeared first on Towards Data Science. Eivind Kjosbakken Go to original source
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Machine Learning vs AI Engineer: What Are the Differences?
Machine Learning vs AI Engineer: What Are the Differences? One of the most confusing questions in tech right now is: What is the difference between an AI engineer and a machine learning engineer? Both are six-figure jobs, but if you choose the wrong one, you could waste months of your career learning the wrong skills…
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Implementing Vibe Proving with Reinforcement Learning
Implementing Vibe Proving with Reinforcement Learning How to make LLMs reason with verifiable, step-by-step logic (Part 2) The post Implementing Vibe Proving with Reinforcement Learning appeared first on Towards Data Science. Jacopo Tagliabue Go to original source
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Utilizing AI to Create Better AI with Reltio, Melissa, insightsoftware, and CData
Utilizing AI to Create Better AI with Reltio, Melissa, insightsoftware, and CData AI is only as good as the data it’s built upon, and as the AI era continues to evolve, the organizations that succeed won’t just be the ones that have more data?they’ll have better data products. Go to dbta
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New England unions push back against Trump administration’s move to freeze offshore wind projects
New England unions push back against Trump administration’s move to freeze offshore wind projects Worker unions and politicians in New England are pushing back against the Trump administration’s move to implement a 90-day freeze on five industrial-sized offshore wind projects off the East Coast, including the Vineyard Wind 1 windfarm off of Nantucket. Go to…
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The evolution of digital nomadism: From hi-tech hacker spaces to crypto coworking
The evolution of digital nomadism: From hi-tech hacker spaces to crypto coworking One of the first modern coworking spaces, C-Base in Berlin, was launched 30 years ago by a group of computer engineers as a “hacker space” in which to share their tech and techniques. Similarly, many of the people we first encountered in our…
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New AI-based technology offers real-time electric vehicle state estimation for safer driving
New AI-based technology offers real-time electric vehicle state estimation for safer driving A research team led by Professor Kanghyun Nam from the Department of Robotics and Mechanical Engineering at DGIST has developed a physical AI-based vehicle state estimation technology that accurately estimates the driving state of electric vehicles in real time. Go to techxplore
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The origami wheel that could explore lunar caves
The origami wheel that could explore lunar caves Beneath the moon’s cratered surface lie networks of lava tubes and deep pits, natural caves that could shelter future lunar bases from cosmic radiation and wild temperature swings. These underground structures represent some of the most scientifically valuable areas in the solar system, but they come with…
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Bio-inspired copper composite achieves zero thermal expansion and high heat transfer
Bio-inspired copper composite achieves zero thermal expansion and high heat transfer Zero-thermal-expansion (ZTE) materials are widely used in precision optics, cryogenic equipment and sensors, where even small temperature changes can cause performance problems. Yet creating ZTE materials that also conduct heat efficiently and remain mechanically robust has long been a challenge. Most conventional ZTE materials…
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STAT+: With the Wegovy pill, Novo Nordisk undercuts Eli Lilly in direct-to-consumer market
STAT+: With the Wegovy pill, Novo Nordisk undercuts Eli Lilly in direct-to-consumer market Novo Nordisk plans to sell its newly approved obesity pill directly to patients at a lower price than a competing medicine from Eli Lilly, as the Danish drugmaker tries to seize market share among consumers paying cash for blockbuster GLP-1 therapies. Novo…
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STAT+: CMS divvies up first payments from $50B rural health fund, with an eye toward MAHA goals
STAT+: CMS divvies up first payments from $50B rural health fund, with an eye toward MAHA goals WASHINGTON — The Trump administration on Monday announced the distribution of the first payments from a new $50 billion rural health fund — but not all states are getting equal payouts. The administration is giving larger awards to…
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Opinion: The complicated truth about urinary tract infections in the elderly
Opinion: The complicated truth about urinary tract infections in the elderly Recently, a former patient contacted me about his wife. “She had a recent stroke which has caused cognitive decline along with slow-growing dementia,” he told me via text. “Never, ever had a urinary tract infection in her life, she has now had four in…
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We wish we’d written that: STAT staffers share their favorite stories of 2025
We wish we’d written that: STAT staffers share their favorite stories of 2025 This year saw upheaval in all corners of health, science, and biotech. While our staff was covering all of the twists and turns, they were also looking with admiration at stellar work from other journalists. Below is our annual list of stories…
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In 2026, Kennedy’s MAHA vision gets put to the test. Here are 3 issues to watch
In 2026, Kennedy’s MAHA vision gets put to the test. Here are 3 issues to watch In many ways, it’s been a banner year for chronic disease. America’s enduring ailments became a central theme of the Trump administration, with health secretary Robert F. Kennedy Jr. wielding his influence over the president. Trump created a commission…
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Can’t-Miss Indie Games You Should Play From 2025
Can’t-Miss Indie Games You Should Play From 2025 Indie developers dropped some of the year’s best games, including some offbeat insta-classics. Here’s what you might have missed. Eric Frederiksen Go to decrypt.co
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Every AI Tool You Need in 2026
Every AI Tool You Need in 2026 From Anthropic to Z.AI, the 2026 AI toolkit space demands knowing which platforms deliver. These are the best. Jose Antonio Lanz Go to decrypt.co
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The Year in Crypto ETFs 2025: Bitcoin, Ethereum Thrive as XRP and More Join the Party
The Year in Crypto ETFs 2025: Bitcoin, Ethereum Thrive as XRP and More Join the Party This year, ETFs opened several new doors to crypto on Wall Street, as the SEC forged a fresh approach to the products. André Beganski Go to decrypt.co
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An approach to Fisher-Rao metric for infinite dimensional non-parametric information geometry
An approach to Fisher-Rao metric for infinite dimensional non-parametric information geometry arXiv:2512.21451v1 Announce Type: new Abstract: Being infinite dimensional, non-parametric information geometry has long faced an “intractability barrier” due to the fact that the Fisher-Rao metric is now a functional incurring difficulties in defining its inverse. This paper introduces a novel framework to resolve the…
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Residual Prior Diffusion: A Probabilistic Framework Integrating Coarse Latent Priors with Diffusion Models
Residual Prior Diffusion: A Probabilistic Framework Integrating Coarse Latent Priors with Diffusion Models arXiv:2512.21593v1 Announce Type: new Abstract: Diffusion models have become a central tool in deep generative modeling, but standard formulations rely on a single network and a single diffusion schedule to transform a simple prior, typically a standard normal distribution, into the target…
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Tilt Matching for Scalable Sampling and Fine-Tuning
Tilt Matching for Scalable Sampling and Fine-Tuning arXiv:2512.21829v1 Announce Type: new Abstract: We propose a simple, scalable algorithm for using stochastic interpolants to sample from unnormalized densities and for fine-tuning generative models. The approach, Tilt Matching, arises from a dynamical equation relating the flow matching velocity to one targeting the same distribution tilted by a…
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Automated Pollen Recognition in Optical and Holographic Microscopy Images
Automated Pollen Recognition in Optical and Holographic Microscopy Images arXiv:2512.08589v1 Announce Type: cross Abstract: This study explores the application of deep learning to improve and automate pollen grain detection and classification in both optical and holographic microscopy images, with a particular focus on veterinary cytology use cases. We used YOLOv8s for object detection and MobileNetV3L…
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Thermodynamic Characterizations of Singular Bayesian Models: Specific Heat, Susceptibility, and Entropy Flow in Posterior Geometry
Thermodynamic Characterizations of Singular Bayesian Models: Specific Heat, Susceptibility, and Entropy Flow in Posterior Geometry arXiv:2512.21411v1 Announce Type: cross Abstract: Singular learning theory (SLT) citep{watanabe2009algebraic,watanabe2018mathematical} provides a rigorous asymptotic framework for Bayesian models with non-identifiable parameterizations, yet the statistical meaning of its second-order invariant, the emph{singular fluctuation}, has remained unclear. In this work, we show…