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  • 01
    Bringing Private Processing to Meta AI Glasses
    We believe glasses are the best form factor for having AI help throughout your day. They can understand your personal context better than other kinds of devices and keep you present without picking up a mobile phone. Most of the time, glasses are helping you see well, protecting your eyes and complementing your look, and [...] Read More... The post Bringing Private Processing to Meta AI Glasses appeared first on Engineering at Meta .
  • 02
    Open-Sourcing Rebalancer: A Generic, High-Performance Library for Solving Assignment Problems
    We’re open-sourcing Rebalancer, the assignment-problem solver that has been used to solve resource allocation problems throughout Meta for over nine years. Rebalancer separates several related concerns: how to specify an assignment problem, how to store it efficiently in memory, how to solve it, and how to debug it. This separation of concerns is crucial to [...] Read More... The post Open-Sourcing Rebalancer: A Generic, High-Performance Library for Solving Assignment Problems appeared first on
  • 03
    Inside Petal: Building the World’s First Petabit-Class Transoceanic Subsea Cable
    Petal, the next step in Meta’s subsea innovation, will be the first subsea cable to deliver petabit capacity at transoceanic distances, connecting France and the United States over approximately 7,000 km (4,300 mi). Expected to enter service in 2029, it will be the first subsea cable system to deploy multi-core fiber technology at scale, doubling [...] Read More... The post Inside Petal: Building the World’s First Petabit-Class Transoceanic Subsea Cable appeared first on Engineering at Meta .
  • 04
    ZGateway: Learnings from Putting a Proxy in Front of ZippyDB
    We’re introducing ZGateway, the proxy we are using to unify traffic through ZippyDB, Meta’s most widely-used key value store. As a bonus, it also enables admission control, load balancing, cross-region resilience, and richer operations. ZippyDB is the most widely used key value store at Meta, backing product metadata, counters, and configuration, and can serve billions [...] Read More... The post ZGateway: Learnings from Putting a Proxy in Front of ZippyDB appeared first on Engineering at Meta .
  • 05
    An Organizational Second Brain: Building an AI That Learns From Experts
    We’ve built an AI agent that acts as a secondary expert for a given domain, making deep specialist knowledge readily available and preserved for anyone in an organization to access, share, and build upon. This is not a typical domain-specific agent. Its novelty comes from integrating two layers: A structured, auditable knowledge architecture separates what [...] Read More... The post An Organizational Second Brain: Building an AI That Learns From Experts appeared first on Engineering at Meta .
  • 06
    MetaRoCE: A New RDMA Transport Built for AI-Scale Ethernet
    Training and serving frontier AI models depends on fast, reliable networks that move data between GPUs without wasting compute cycles. To meet this challenge at scale, Meta designed MetaRoCE – a clean-sheet RDMA transport protocol purpose-built for AI workloads on commodity Ethernet. We’re releasing the MetaRoCE specification, a reference software implementation and a compliance test [...] Read More... The post MetaRoCE: A New RDMA Transport Built for AI-Scale Ethernet appeared first on Engineer
  • 07
    MTIA 300: Meta’s First Training Chip with Built-in NICs and Communication-Offloading Engines
    MTIA 300 is the first of Meta’s family of in-house training and inference accelerators optimized for training ranking and recommendation models. We’re sharing how MTIA 300’s built-in NIC chiplets allow it to meet the communication needs associated with training recommendation models with superior performance over general-purpose GPUs. By co-designing MTIA’s communication library, HCCL, alongside the [...] Read More... The post MTIA 300: Meta’s First Training Chip with Built-in NICs and Communica
  • 08
    How We’re Building Scam Alert on WhatsApp With End-to-End Encryption and Verifiability Guarantees
    WhatsApp is committed to helping people stay safe while protecting the privacy of their messages. As scam tactics evolve — from impersonation to social engineering to AI-generated lures — we’re always evolving as well, so that our protections stay ahead of scammers while protecting people’s personal messages with end-to-end encryption. Today, we’re sharing an early [...] Read More... The post How We’re Building Scam Alert on WhatsApp With End-to-End Encryption and Verifiability Guarantees appear
  • 09
    From User Sequences to Scaling Laws: A Multi-Stage Architecture for Meta’s Ads Ranking
    Every day, Meta’s recommendation platforms handle billions of user interactions, generating rich temporal signals that capture individual preferences and intent across products, ads, and content. In our 2024 post on sequence learning for ads recommendations, we showed how modeling the order and timing of user actions (rather than relying on static, manually engineered sparse features) [...] Read More... The post From User Sequences to Scaling Laws: A Multi-Stage Architecture for Meta’s Ads Ranki
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MiniMax · 实时热榜

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  • 01
    Redefining enterprise intelligence with autonomous AI
    Enterprise AI is no longer a future ambition. It is in full operational flight. Model capabilities are advancing faster than most organizations can absorb, while the cost of performance continues to fall. Globally, AI investment is set to reach $2.5 trillion in 2026, up 44% from the previous year. For many enterprises, this investment has…MIT Technology Review Insights
  • 02
    The Download: a biological de-aging contest and why LLMs don’t reason
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. A new contest pits competitors against each other in a race to biological youth —Jessica Hamzelou This week, I officially signed up for an unusual competition. One that rewards competitors for…Thomas Macaulay
  • 03
    A new contest pits competitors against each other in a race to biological youth
    This week, I officially signed up for an unusual competition. One that rewards competitors for getting younger. I recently turned 40, and I don’t need reminding that both time and my chronological age only tick forward. But this game is focused on competitors’ biological ages—figures that are meant to provide a better way to measure…Jessica Hamzelou
  • 04
    Don’t be fooled—LLMs don’t reason
    On an afternoon in Seoul in March 2016, I watched a program I helped build put a stone on the fifth line of a Go board in what looked like a gift to its human opponent. Move 37 in game two of the five-game match looked so absurd that some commentators thought it was a…Thore Graepel
  • 05
    The Download: AI “mind-reading” and creative uses for small batteries
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. An AI “mind-reading” tool can reconstruct what you’re looking at based on a brain scan A new AI tool can guess what you’re looking at just by analyzing your brain scans—and…Thomas Macaulay
  • 06
    An AI “mind-reading” tool can reconstruct what you’re looking at from a brain scan
    A new AI tool can guess what you’re looking at just by analyzing your brain scans—and re-create that image with remarkable precision. It can go the other way, too, and predict a person’s brain activity based on what they’re looking at. In the image above, for example, the left-hand image of each pair is what…Jessica Hamzelou
  • 07
    How smaller, distributed batteries could help the grid
    If you want to install a big battery in New York City, you have to cut through a notoriously tough tangle of regulations. That’s made it difficult to get large energy storage projects on the grid. Faced with those obstacles, some startups are getting creative, finding ways to use relatively small batteries in unexpected places,…Casey Crownhart
  • 08
    The Download: OpenAI’s chief research officer explains its hacking response
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. “We’re not going to shoot ourselves in the foot” over hack fallout, says OpenAI’s chief research officer Two months after OpenAI’s agents hacked into the computers of AI company Hugging Face,…Thomas Macaulay
  • 09
    “We’re not going to shoot ourselves in the foot” over hack fallout, says OpenAI’s chief research officer
    Two months after the bombshell news that a swarm of its agents had broken their containment and hacked into the computers of the AI company Hugging Face, OpenAI is still putting out fires. A steady drip of disclosures about other hacks in the weeks since has kept OpenAI in the spotlight and raised serious questions…Will Douglas Heaven
  • 10
    The Download: climate tech companies to watch and AI’s discovery problem
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Coming soon: our 2026 list of Climate Tech Companies to Watch With the planet nearing 1.5 °C of warming, climate policies being unraveled, and Big Tech backpedaling on its climate ambitions,…Thomas Macaulay
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  • 01
    Benchmarking Local LLM Servers: llama.cpp, llamafile, LM Studio, and Ollama
    Benchmarking Local LLM Servers evaluates llama.cpp, llamafile, LM Studio, and Ollama across Mac, Linux, and Steam Deck. The study reveals build flags and configurations drive up to 63% performance gains, whereas underlying engines perform similarly due to a shared llama.cpp core.Davide Eynard
  • 02
    Introducing Agent Skills in Octonous
    Agent Skills in Octonous offer a central, reusable library for your context, guidelines, and procedures. Written in standard Markdown, Skills end repetitive setup. Store team knowledge once, share it across your workspace, and seamlessly attach it to automated tasks or live conversations.Hareesh Bahuleyan
  • 03
    Open Source Is Not a Virtue: It’s an Ownership Model
    Open source isn't a moral choice; it’s an operational strategy to prevent vendor lock-in. As transient AI models change, controlling the orchestration layer that routes and manages them becomes critical. Owning your infrastructure code is the only way to ensure true architectural sovereignty.Alejandro Gonzalez
  • 04
    Using Octonous as a Product Operations Manager
    Discover how a Product Operations Manager uses Octonous to streamline daily workflows, from turning GitHub releases into newsletters to capturing competitor intel from Slack. Save hours on repetitive tasks and focus on the strategic work that really matters.Sandra Antunes
  • 05
    llamafile v0.10.5
    llamafile v0.10.5 is out! Updated llama.cpp core support lets you run two huge models locally: the compressed 6GB Ternary Bonsai 27B and the fast 118B Laguna-S-2.1 coding MoE. This release also fixes docs and adds pre-built transcribefile speech-to-text binaries.Anushri Gupta
  • 06
    The Future of AI is Personal — But Not The Way You Think
    AI’s future isn’t about replacing human thinking, but enhancing it. As AI agents evolve from simple assistants into deeply connected systems, control, privacy, and personalisation will shape the next era of AI. Mozilla AI is building towards a more open and user-controlled future.Daniel Nissani
  • 07
    How Frontier Labs Are Building Subtle Developer Lock-In
    Frontier AI models are becoming more capable, but also more tightly coupled to proprietary state, memory and execution environments. This article explores what that means for developers building open, portable AI systems.David de la Iglesia Castro
  • 08
    Who Cares About LLM costs?
    Why would you worry about them? LLMs promise something close to infinite capability, and worrying about the meter feels like someone else's problem. Ship the feature. Let the model think as long as it needs to, right? Right. Until the bill arrives. The shock Picture it: yourAdrian Matei
  • 09
    Stop Chasing New Models. Build Once and Access Them All.
    Swapping LLMs sounds simple, but managing separate SDKs, credentials, and billing turns model evaluation into an infrastructure headache. Otari solves this with a unified gateway, decoupling application logic from providers so teams can seamlessly route traffic, test new models, and control spend.Carlos Alvarez
  • 10
    From Evaluation to Guardrails: What We Brought to ACM FAccT 2026
    At ACM FAccT, we demonstrated why AI guardrails need the same scrutiny as models. Moving from static policies to context- and language-specific evaluations, our hands-on session proved that agentic guardrails equipped with tools like web search are vital for reliable, real-world deployment.Roya Pakzad
  • 11
    Open Models are ready for agents. Their APIs are not.
    Open models have reached impressive levels of capability, but the surrounding platform often falls short. This blog explores the hidden infrastructure gaps developers face and why bridging them is essential for production-ready AI applications.David de la Iglesia Castro
  • 12
    Using Octonous as an AI Safety Engineer
    Discover how Octonous helps our team at Mozilla.ai cut through daily busywork, from automatically monitoring our libraries to staying on top of the latest developments in AI safety.Daniel Nissani
  • 13
    The Control Layer: Why the Next Era of AI Is About Infrastructure, Not Just Models
    The Model’s the Easy Part - How to Get, and Keep, Value Here’s how I see the evolution of AI in enterprises over the last few years: Autumn of 2022, the world thinks it’s going into a recession. IT budgets are frozen for 2023.John Dickerson
  • 14
    Introducing Otari: The Open-Source LLM Control Plane
    If you are building LLM-powered applications today, you are probably managing multiple LLM providers, a pile of API keys, and your own logic for routing, budgets, and failovers. Accessing language models is no longer the challenge. Operating LLM infrastructure effectively is. Today, we are excited to launch Otari, theMus Himdi
  • 15
    Announcing transcribe.cpp
    Meet transcribe.cpp, a new open-source C/C++ speech-to-text inference library with portable, GPU-accelerated support for multiple STT models. Developed through Mozilla.ai's Builders in Residence program, it makes adding fast, local transcription to applications easier than ever.Davide Eynard
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Nature · 实时热榜

6小时前更新
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  • 01
    MIT robot swims through water via living muscle cells
    An MIT robot powered by a single layer of living muscle cells swam through a watery maze, following a light held in a researcher’s hand. It is slow, tiny and nowhere near ready for the open ocean, but its thin design could point toward softer, cheaper swimming machines. Continue Reading Category: Robotics , Engineering Tags: MIT , Research , Robotics , Water , SwimOmar Kardoudi
  • 02
    Wind-up elastic robot jumps forever when fed infrared light
    Robots – that is, self-guided mechanisms interacting with or changing their environments – exist in the popular imagination as large, blocky, metallic beings like R2D2 or TARS from Interstellar. But the field of soft robotics offers a vast array of robotic limbs, sensors, and body types that greatly expand our understanding of what shapes a robot can manifest and what tasks it can perform. Continue Reading Category: Robotics , Engineering Tags: North Carolina State University , Soft Robotics , lMalcolm Azania
  • 03
    FDA-cleared exoskeleton puts spinal-cord patients back on their feet
    A robotic suit that lets someone with a spinal-cord injury stand up, look a friend in the eye, or stir a pot on the stove without anyone's help just cleared its biggest hurdle. The US Food and Drug Administration (FDA), the agency that vets medical devices before they reach the public, has authorized commercial sale of Eve, a personal exoskeleton built by French company Wandercraft. Continue Reading Category: Robotics , Engineering Tags: Robotics , Exoskeleton , Mobility , WearableOmar Kardoudi
  • 04
    Will a cyborg cockroach paramedic save your life in the future?
    If you think that cockroaches are creepy and useless, we can prove you wrong. Well, at least the “useless” part. Continue Reading Category: Robotics , Engineering Tags: University of Queensland , Cyborg , Insect , Rescue , DisastersMaryna Holovnova
  • 05
    Frog muscle put to use in swimming robotic manta ray
    Few things make the career jump from regional cuisine delicacy to robotics actuator. Yet, in research vaguely reminiscent of RoboCop, scientists have used skeletal muscle from a literal frog leg as an actuator to control a tiny robotic manta ray. Continue Reading Category: Robotics , Engineering Tags: Chinese Academy of Sciences , Muscle , locomotion , Biomimicry , SwimmingEtiido Uko
  • 06
    Robotic fish swims like the real thing, and can be built to any size
    Nature is undoubtedly the smartest engineer. Scientists have borrowed ideas from armadillos, elephants and birds to build robots capable of doing things that conventional man-made machines struggle with. Now, researchers at New York University's Tandon School of Engineering have turned to fish. Continue Reading Category: Robotics , Engineering Tags: New York University , Biomimicry , Fish , locomotionMaryna Holovnova
  • 07
    Adorable waddling robot can pick up stuff and learn new tricks
    This cute little robot duck isn't actually a toy. It's actually a platform for budding roboticists to train on and develop skills. But heck, this might be the most fun design for a hackable machine we've seen yet. Continue Reading Category: Robotics , Engineering Tags: Robot , Artificial IntelligenceAbhimanyu Ghoshal
  • 08
    Wheel-legged robot dog dumps packages – and ads
    Today, you can buy almost anything with a few clicks on your phone. Online shopping has created millions of small deliveries, and a lot of them could be handled more efficiently if humans had a little mechanical help. That’s where delivery robots come in. Continue Reading Category: Robotics , Engineering Tags: Quadruped , Delivery robotsMaryna Holovnova
  • 09
    Sub-$1,700 household robot promises to handle chores and more
    Are household humanoid robots getting cheaper already? We've only just begun seeing companies start to make promises and accept pre-orders for machines that can do your laundry and tidy up the living room. A San Francisco-based startup is now making one that you can bring home for just US$1,688. Continue Reading Category: Robotics , Engineering Tags: Robot , Tele-operation , Humanoid , assistant robotAbhimanyu Ghoshal
  • 10
    New controller makes operating an excavator almost instinctive
    Watching skilled excavator operators work is almost hypnotic. They make it look so easy that the machine seems to move like an extension of the operator's own arm. That intuition usually takes years to build, but a new controller from MIT engineers compresses that learning curve to a single session. Continue Reading Category: Robotics , Engineering Tags: Robotics , MIT , Interface , Robotic construction , ConstructionOmar Kardoudi
  • 11
    Robotic tiles autonomously Lego-snap into floating smart structures
    You don’t have to watch Kevin Costner’s Waterworld to know that for much of the world, the future will be increasingly flooded. As climate chaos causes oceans to swallow coastlands, and as surging water displaces and devastates communities, social survival will demand that people find ways to live and work with – and on – the water. Continue Reading Category: Robotics , Engineering Tags: MIT , Autonomous , Watercraft , BiomimicryMalcolm Azania
  • 12
    If you planned to buy a Chinese robot in the US, we've got bad news
    The US is banning the sale of robots made outside the country. That includes all the cool ones we've covered out of China, which can dance, provide companionship to seniors, fight fires, and carry loads over rocky terrain. Continue Reading Category: Robotics , Engineering Tags: Humanoid , Robots , Quadruped , Inverter , ChinaAbhimanyu Ghoshal
  • 13
    AI security robot rolls up on one wheel looking quite unserious
    Why pay to design and mass-produce a four-wheeled autonomous security robot, when you can make a less costly one with just one wheel? That's the thinking behind the 1Rollo, a monowheel-bot that could soon be patrolling near you. Continue Reading Category: Robotics , Engineering Tags: Self Balancing Unicycle , Autonomous , Monowheel , SecurityBen Coxworth
  • 14
    Robotic elephant-trunk gripper uses internal camera for a sense of touch
    Evolution has already found solutions to lots of problems, so engineers more often borrow ideas from nature instead of reinventing the wheel. We’ve previously seen robots that can curl up like armadillos to protect themselves, and now researchers have developed yet another soft robotic gripper that mimics the tip of an elephant’s trunk. It’s called EleTac and, according to its creators, can actually “feel” the objects it touches. Continue Reading Category: Robotics , Engineering Tags: Japan AdvaMaryna Holovnova
  • 15
    'World's 1st mass-produced humanoid robot' motors to market in China
    People have been fantasizing about humanoid robots for decades. Movies such as Blade Runner, Ex Machina, and A.I. Artificial Intelligence imagined a future where robots and AI could interact with humans and save them from loneliness. Today, those sci-fi stories seem to be closer to reality than ever before, as Chinese company Ubtech has recently launched a product it calls the world’s first full-size, mass-produced "ultrabionic" companion robot. Continue Reading Category: Robotics , EngineeringMaryna Holovnova
  • 16
    Cyborg cockroaches go amphibious ... thanks to a new diving suit
    What sounds more terrifying than a part-cockroach, part-robot cyborg? Definitely one that can also breathe underwater. Yet, this is exactly what researchers have just created, except they are replacing “terrifying” with “useful.” Scientists from Nanyang Technological University (NTU) Singapore and Waseda University in Japan have created a soft, flexible diving suit for cyborg cockroaches. The suits are equipped with miniature oxygen generators that allow the cockroaches to survive for up to threEtiido Uko
  • 17
    First bird-scale robot to swim, dive, and launch back into flight
    A robot that swims like a diving bird and then flies like, well, a bird, sounds like the setup for two different machines bolted together. But researchers at MIT and EPFL built one that does both with a single set of wings. No propellers, no legs, and no origami-style folding mechanism to switch modes. Continue Reading Category: Robotics , Engineering Tags: MIT , Robots , Engineering , Birds , EPFL , Biomimicry , Flight , Dive , SwimOmar Kardoudi
  • 18
    Teleoperated humanoid robots complete first-ever live surgery
    Surgeons at UC San Diego just handed the scalpel to two humanoid robots, who went on to complete live surgical procedures for the first time in history. This milestone moves beyond the fixed robotic arms found in operating rooms today and hints at an operating room of the future where humans and humanoids work side by side. Continue Reading Category: Robotics , Engineering Tags: Robots , Humanoid , Surgical robot , Surgery , Tele-operation , UC San DiegoOmar Kardoudi
  • 19
    $8,000 robot is ready to take over all laundry and bed-making duties
    Weave Robotics announced its first robot for folding laundry just five months ago, and it already has a new product on offer. Like its predecessor, the new Isaac 1 robot also folds clothes. But unlike the old model, this one can tidy up your living room and make the bed on demand. It looks cuter, too. Continue Reading Category: Robotics , Engineering Tags: Artificial Intelligence , Tele-operation , assistant robotAbhimanyu Ghoshal
  • 20
    Soft-yet-firm robohand assesses the ripeness of produce that it picks
    Agriculture is one of the industries that is getting increasingly affected by robotics, which totally makes sense, as farmers around the world face human labor shortages and also rising labor costs. For some crops, labor accounts for almost 50% of production expenses. Continue Reading Category: Robotics , Engineering Tags: West Virginia University , Agriculture , Fruit , Vegetables , Crops , HandMaryna Holovnova
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