Most home batteries hang on a garage wall or sit on a slab beside the house. A new California company wants to hide the battery under your backyard deck and put the solar panels on the roof of a pavilion instead of your house.
Outer Spaces, based in El Segundo, announced on November 9, 2026 that it will show its OS1 system in person for the first time at RE+ 2026, held November 16 to 19 at the Las Vegas Convention Center. The company calls OS1 the world's first solar pavilion and battery de...
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Waterloo’s Boiling Drops Could Cool AI Chip Hotspots Fast
Every AI query warms a chip somewhere, and the chips that run them are getting hotter. A University of Waterloo team now says a single drop of boiling coolant, placed exactly where a processor spikes, could keep data centre hardware cooler without paying for expensive fluid across the whole tank.
On November 10, 2026, the university released results of a hybrid immersion cooling concept from its engineering faculty, published in the Journal of Colloid and Interface Science. In lab tests, on...
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Huawei LUTERRA S2 Packs Home Solar and Storage Into One Quiet Unit
Home batteries are usually a stack of separate boxes: an inverter, one or more battery packs, a controller and a lot of wiring. On November 9, 2026, in Palma, Spain, Huawei announced the LUTERRA S2, an all-in-one residential energy system that folds a hybrid inverter, storage and AI energy management into one stackable unit. The company says it can be installed and commissioned in minutes.
This article is based on Huawei's launch announcement. The performance figures below are the company's...
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Claude Designs Three Working Gadgets From Prompt to Prototype
Designing a circuit board has long been a craft of patience: place the parts, route hundreds of copper tracks, check the factory can build it, then start over when something does not fit. On November 9, 2026, Anthropic published results suggesting an AI model can now handle most of that loop. Working with the board maker Diode Computers, it asked Claude to design three gadgets from short prompts, and all three prototypes ran without any fixes to their circuitry.
This article summarizes Anth...
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Siemens HyperLynx Agentic Toolkit Brings AI to Chip Verification
Chip and circuit-board designers face an awkward trade-off: verify everything thoroughly and miss the schedule, or cut corners and discover a signal problem after the boards are built. On November 10, 2026, Siemens announced a new answer, the HyperLynx Agentic Toolkit, which pairs AI agents with physics-based simulation to automate verification work. The details come from Siemens' press release.
The problem it targets
Siemens notes that electronic systems are moving into 112G and 224G op...
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Ambiq heliaAOT 1.0 Cuts Edge AI Latency Up to 76%
Most of the AI chatter this year is about giant models in data centers. Yet some of the most practical progress is happening at the opposite end: tiny chips in rings, earbuds and sensors that must run a neural network for days on a sliver of battery. On November 9, 2026, Ambiq Micro announced heliaAOT 1.0, a compiler built for exactly that job. According to Ambiq's press release, it cuts inference latency by up to 76% and energy per inference by up to 72% against LiteRT Micro, a common embe...
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Teradyne Omnyx Edge Tests the Boards Inside Physical AI
Everyone talks about the AI model inside a robot. Far fewer ask who checks the circuit boards that run it. Teradyne thinks that question gets more urgent as AI leaves the data center, and on November 9, 2026 it introduced Omnyx Edge, an inline board test platform built for exactly that job.
The company, which makes automated test equipment and advanced robotics, positions the product as the edge-focused sibling of its Omnyx family, which established its AI board test capability in the data ...
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Berkeley’s Agentic Robotics Lets AI Agents Write Robot Code
For years, teaching a robot a new job meant one of two slow paths: hand-write the control software, or collect mountains of demonstrations. A UC Berkeley roboticist now says a third path is opening, one where teams of AI agents write the robot's program, rehearse it in simulation and fix it when it fails.
Ken Goldberg, a professor of engineering at Berkeley, and Spencer Huang, director of robotics engineering at NVIDIA, call the approach agentic robotics. Berkeley News described it on Novem...
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UMD’s ProtoCall Exosuit Nudges Learners Before They Err
A beginner reaches for the soy sauce when the recipe wants salt. Most feedback systems tell them afterward. University of Maryland researchers built a wearable AI that acts before the mistake happens, turning the learner's head or pulling back the arm mid-reach.
The system, called ProtoCall, was announced on November 9, 2026 and is being presented at the ACM Symposium on User Interface Software and Technology (UIST) in Detroit. In a 16-person study, every form of physical feedback beat p...
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JHU Robot Removes Kidney Tumors From Gel Models on Its Own
Soft tissue moves, stretches and slides the moment a surgeon cuts it, which is exactly why handing a scalpel to a machine is so hard. A Johns Hopkins team now reports a robot that kept track of those changes and removed tumors from eight lab-made kidneys, making 77 cuts without a single error.
The result, announced by the Department of Mechanical Engineering on November 9, 2026, is a research milestone in a controlled setting. The kidneys were synthetic gel models, not patients, and the wor...
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Google TPU 8tx and 8i Max Target Secure, Long-Context AI
Google has added two more systems to its eighth-generation Tensor Processing Unit family: TPU 8tx, aimed at secure, confidential inference, and TPU 8i Max, built for very large context windows. In a November 9, 2026 post, Amin Vahdat, Google's SVP and Chief Technologist for AI and Infrastructure, said it is the first time the company has introduced four TPU systems in a single year.
The announcement matters less for raw speed than for what it says about where AI hardware is heading: special...
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Weizmann Teaches Matter New Moves With DNA Programs
Most materials do what their composition tells them to do. Weizmann Institute of Science researchers have now built materials that follow a genetic program instead. In two studies announced on November 9, 2026, the lab of Dr. Alexandra Tayar showed that DNA can switch a moving, living-like material on, pace its motion, and even synchronize it across millimeters.
The work, published in Nature Materials and Nature Physics, targets a field called active matter, where tiny molecular motors burn...
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Aina Unveils an AI Ring That Predicts What You Need Next
Most of us still pull out a phone, unlock it and tap through an app to do things we do every day, like calling a ride to work or opening a meeting link. On November 5, 2026, a San Francisco hardware startup called Aina unveiled a different idea: an AI ring with a small screen that tries to guess what you need next and puts it at your fingertip before you ask.
Aina was founded in May 2025 by Apoorv Shankar, formerly VP of Hardware at Ultrahuman, and says it spent 15 months in stealth as a hu...
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IBM Puts Its Most Advanced Quantum Computer in Chicago
Quantum computers usually live in a handful of corporate labs, far from the people who might use them. On November 6, 2026, IBM, the University of Chicago, the State of Illinois and the Illinois Quantum and Microelectronics Park (IQMP) unveiled an IBM Quantum System Two in Chicago, the company's first quantum computer in Illinois and, in IBM's words, its most advanced system available.
The machine is now operational at Hyde Park Labs, hosted by the University of Chicago, and is built around...
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HKUST Perovskite Keeps Electron Spin Alive 300x Longer
Electronics keep asking for more speed at lower energy, and silicon is running out of room. One alternative is to compute with the spin of electrons rather than only their charge. The catch is that spin information normally fades in a flash unless a material is chilled to extreme temperatures. On November 9, 2026, the Hong Kong University of Science and Technology (HKUST) announced a perovskite design that holds spin polarization about 300 times longer at room temperature.
The study, led by...
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MIT’s FLEX Lets Robots Read Between the Lines of Commands
Tell a robot "don't spill on the laptop" and it will dodge the laptop. Ask a person the same thing and they quietly understand that phones, tablets and anything with a battery are also off limits. On November 9, 2026, MIT News described a system that tries to close that gap: FLEX, a pipeline from MIT and New York University researchers that lets robots read meaning beyond the literal words of a correction.
The work is slated for presentation at the Conference on Robot Learning this month. I...
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ByteDance Seedream 5.5 Targets 100-Round Edits and Clear Text
Most AI image tools are good at the first picture and worse at the fiftieth edit. Small errors pile up, colors drift and details soften. On November 9, 2026, ByteDance's Seed team introduced Seedream 5.5, an image creation model it says is built to hold up across 100 rounds of editing.
The announcement frames the model around professional production. In the team's words, what matters is whether a model can deliver usable results on deadline and within budget, not just striking demos. Seedre...
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Rutgers Study: Iron-Nickel Catalyst Keeps Zinc-Air Cells Running
Zinc-air batteries are the quiet workhorses inside hearing aids: cheap, compact and, for the most part, thrown away after one use. A research team that includes a Rutgers professor now reports a way to make a rechargeable version run steadily for 1,000 hours, without leaning on platinum-style precious metals. The Rutgers Climate and Energy Institute summarized the work on November 4, 2026.
The study appeared in the journal Advanced Energy Materials. Tewodros Asefa, an RCEI affiliate and pro...
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HKU Builds a Megawatt Power Module From Gallium Oxide
Every phone charger, electric car and power grid relies on semiconductor switches that control electricity. For decades those switches have been made of silicon, and silicon is nearing its physical limits. Engineers at The University of Hong Kong (HKU) now report a module built on a newer material, gallium oxide, that switched 1,000 volts and 1,000 amperes, a peak of one megawatt. According to HKU's announcement, it is the first time a module made from this class of material has reached tha...
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MIT’s WorldParticle Simulates Sand, Fluids and Proteins in One Model
Ask a scientist to simulate a splash of water, a collapsing sand dune and a folding protein, and the honest answer is that those are three different software projects. Each phenomenon has its own governing equations, and each simulator is hand-built around them. A team from MIT and the University of British Columbia (UBC) now says one AI system can handle all three. According to MIT News, the system is called WorldParticle, and its authors describe their goal as a "GPT moment for simulation...
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Viridien and AMESA Team Up on HPC for Enterprise AI Agents
Training an AI agent to run part of a factory or supply chain takes serious computing power, and most companies would rather not build a supercomputer to get it. On November 5, 2026, Viridien and AMESA announced a partnership aimed at exactly that gap.
Viridien, a Paris-based advanced technology and HPC company, will supply the high-performance computing infrastructure behind AMESA Agent Cloud. AMESA is an enterprise AI platform for what it calls operational autonomy.
What was announced
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Sydney’s Treellis Helps People Learn While Co-Creating With AI
Type a few words, get a finished 3D design. Modern AI makes that easy, and it also hides how the result was made. A University of Sydney team says that is a problem for learning, and on November 4, 2026 it announced a tool built to fix it.
The system, called Treellis, was developed in the university's Faculty of Engineering with the University of Cambridge and Singapore Management University. The paper describing it won a Best Paper Award at ACM UIST 2026, the Symposium on User Interface So...
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Octopus, CATL and Ampace Plan Smarter, Cheaper Home Batteries
Home batteries are quietly changing from boxes on a garage wall into connected devices that decide when to buy, store and sell electricity. On November 3, 2026, one of Europe's best-known energy retailers announced a partnership meant to speed that shift along.
Octopus Energy and Xiamen Ampace Technology Limited signed a Memorandum of Understanding (MoU) to explore next-generation smart home energy storage that pairs high-performance hardware directly with intelligent software, according to...
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WOTA Unit Recycles Home Water for Water-Scarce Caribbean Islands
Imagine a household that takes 100 showers' worth of water out of its own wastewater in a single month. That is roughly what a Japanese company says happened in a demonstration home in Antigua and Barbuda, and it is now using the result to argue for a different way to supply water on islands.
On November 3, 2026, WOTA, a Tokyo-based water technology company and Earthshot Prize finalist, issued a news release timed to the Commonwealth Business Forum 2026, held November 2 to 4. In it, WOTA pr...
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Snowflake CoCo Brings Governed AI Into Excel and Google Sheets
Spreadsheets have been the main way people work with data for more than 40 years, and they are also where governed data tends to escape. Someone exports a CSV, emails it, and soon several versions of the truth are circulating. Snowflake's answer, announced in early November 2026, is to bring its AI agent to the spreadsheet itself: Snowflake CoCo for Microsoft Excel and Google Sheets, now in public preview.
Snowflake's release notes date the preview to November 3, and its product blog follow...
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PhoenixAI’s Contextbase Gives AI Agents One Place for Context
An AI agent is only as good as what it knows when it acts. It needs to know what the data means, what the business has learned before, what happened on its last run and whether that run worked. In most companies today, those pieces live in different tools. On November 4, 2026, PhoenixAI launched a product that tries to put them in one place: Contextbase.
PhoenixAI, the original creator of the StarRocks open source database and formerly known as CelerData, unveiled Contextbase at its NEXT QU...
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MIT’s UQ-DAAAM Helps Robots Fix Their Own Wrong Memories
Picture a robot sent to fetch a wall-mounted defibrillator. If its stored memory wrongly lists that object as a fire extinguisher, it may never find the device. That example opens an MIT News report, published November 5, 2026, on a new system that lets a robot notice when its own memory might be wrong and repair it.
The system is called UQ-DAAAM, short for Uncertainty Quantification for Describe Anything, Anywhere, at Any Moment. It was developed by researchers at MIT, led by associate pro...
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Luma’s Agent Launchpad Lets AI Agents Prep Patients for Surgery
Ask any perioperative nurse what eats the day and the answer is often the telephone. Before a colonoscopy, a knee replacement or a cataract operation, patients need to hear the same instructions again and again: what to eat, which medicines to pause, when to arrive. On November 5, 2026, Luma Health announced a product aimed squarely at that routine: Agent Launchpad, a place where health systems can run AI agents that carry a multistep task from start to finish.
Luma, which describes itself ...
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AURORA Puts AI Co-Scientists in Cancer Grand Challenges Labs
Science has a bottleneck that has little to do with lab benches: there is simply too much published evidence and too much data for any research team to read, compare and connect by hand. On November 6, 2026, Cancer Research UK announced that three of its Cancer Grand Challenges teams will begin a rigorous test of whether AI "co-scientists" can help close that gap.
The test is the next stage of Project AURORA, an initiative the charity describes as an £8 million project. A team at Harvard Un...
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Tiber’s MD Tutor Brings AI One-on-One Tutoring to Campuses
Article details
Primary domain: Education & Workforce Development (Personalized Learning)Secondary domain: Artificial Intelligence & Machine Learning (Multimodal AI)Article type: Product & Vendor InnovationTechnology: Tiber Tutor AI tutoring platformInnovation maturity: Early AdoptionMission: EducationBusiness impact: Extends individualized academic support beyond the classroom without adding instructor hoursAudience: Education, Business/Leadership, ITPublication date: November 2026...
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