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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Author: IE Contributor
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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CMU’s ESTIMATA-EX Uses Phone Photos to Estimate Surgical Blood Loss
In many operating rooms, one of the most important numbers is still an educated guess: how much blood has the patient lost? Chiang Mai University in Thailand says it has built an AI system to replace that guess with a measurement. In a university announcement dated 2 November 2026, the team introduced ESTIMATA-EX, which estimates blood loss and counts blood-soaked surgical materials from photos taken on a smartphone or tablet. This article covers the announcement as news and is not medical ...
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Newcastle and Ufonia Trial Dora, an Empathetic AI Phone Assistant
Picture a follow-up phone call that never gets rushed, never runs late and never depends on whether a clinic has enough staff that week. That is the idea behind Dora Care, a generative AI assistant now being trialled in the UK's National Health Service. According to a Newcastle University press release published on 6 November 2026, the assistant holds spoken telephone consultations with patients who live with a long-term illness, helping clinicians keep track of how they are doing. This art...
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MIT’s CheMeleon Predicts Molecule Behavior From Scant Data
Finding a new drug or material is mostly an exercise in elimination: chemists synthesize and test enormous numbers of molecules to find the few that behave the way they need. A machine-learning model from MIT called CheMeleon aims to shrink that pile by predicting molecular properties from very little experimental data.
According to MIT News (November 6, 2026), the work was reported in the Journal of Chemical Information and Modeling and comes from the group of chemical engineering professor Wi...
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USF’s Self-Cooling Paint Chills Roofs Below Air Temperature
Roofs spend the day soaking up sunshine, and air conditioners spend the afternoon fighting the result. A white paint from the University of South Florida (USF) takes a different approach: instead of merely absorbing less heat, it sends heat away, and it has now been shown to cool a surface below the air around it in a month of real outdoor testing in Tampa.
According to USF's announcement on November 5, 2026, the self-cooling coating was created in the lab of Distinguished University Professor ...
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Georgia Tech’s Biodegradable STAR Particles Open the Skin
Your skin is superb at keeping things out, which is great until a medicine needs to get in. A team at Georgia Tech has designed a fix that looks, under a microscope, like a tiny spiky ball, and on November 4, 2026 the university described a new version built to disappear after use.
A cream-friendly alternative to patches
Mark Prausnitz, a Regents' Professor in Georgia Tech's School of Chemical and Biomolecular Engineering, has spent years working on ways to move drugs through the skin's oute...
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Harvard’s FIND Uses DNA Nanoswitches to Hunt Drug Leads
Most drugs work by changing a conversation between proteins. A hormone binds a receptor, the receptor grabs a partner, and a signal travels through the cell. Yet the standard way to search for new medicines mostly asks a narrower question: does this molecule stick to a target? On November 5, 2026, the Wyss Institute at Harvard announced a platform that asks the better question directly: does this molecule change how two proteins interact?
The platform is called FIND, short for Functional Intera...
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UTSW’s miOPM Microscope Swaps Lenses to Image Cells in 3D
Most advanced microscopes are specialists. One is tuned for tiny structures inside a single cell, another for large tissues, another for scanning hundreds of sample dishes. A lab that wants to do all three often needs three machines. On November 5, 2026, UT Southwestern Medical Center announced a light-sheet microscope designed to change that.
The instrument, called the multi-immersion oblique plane microscope (miOPM), was developed in the lab of Reto Fiolka, Ph.D., and described in Nature Meth...
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XPENG’s GroundingPI Puts Perception First in Physical AI
Robots are getting better at reasoning and planning, yet they still stumble on a more basic question: where, exactly, is the thing I am supposed to pick up? On November 4, 2026, XPENG announced GroundingPI, an open-source visual perception model built with researchers from Peking University, The University of Hong Kong and other institutions, that tackles that question head-on.
According to XPENG's announcement, the roughly 4-billion-parameter model reached an average score of 73.68 across 34 p...
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MIT’s Sewn Fabric Molds Cast Concrete Beams With Less Material
Concrete is the most widely used building material on Earth, and making its key ingredient, cement, accounts for roughly 8 percent of human-caused carbon emissions, according to MIT. One of the simplest ways to cut that footprint is to use less concrete. MIT engineers have now shown a surprisingly low-tech way to do it: pour the concrete into molds sewn from fabric.
In a paper in the Journal of Building Engineering, announced by MIT News on November 6, 2026, a team led by civil engineer Josephi...
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HKUST Stamps Out a Cheap, Long-Lived Metal Cooling Structure
Air conditioners and refrigerators quietly eat a huge share of the world's electricity, and the gases inside many of them trap heat in the atmosphere. A team at the Hong Kong University of Science and Technology (HKUST) now reports a step toward a different kind of cooling: a solid metal that gets cold when it is squeezed, built in a way that is cheap, fast to make and tough enough to run for more than 100 million cycles.
The work, published in the journal Science and described in an HKUST pres...
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PuppyPi: A Raspberry Pi 5 Robot Dog That Takes Voice Orders
Most robot dogs on a desk are toys, and most serious quadrupeds cost as much as a car. Hiwonder's PuppyPi sits deliberately in between: a 720-gram, aluminium-framed quadruped built around a Raspberry Pi 5 that you can program in Python, run on ROS 2, and now talk to through ChatGPT-class large models. Say "find the red ball and kick it," and the robot is meant to hear you, look around, work out what you mean, and do it.
That chain, from words to perception to motion, is what researchers call em...
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Science Tokyo Catalyst Makes Ammonia Without Precious Metals
Almost every loaf of bread on the planet owes something to ammonia. It is the starting point for nitrogen fertiliser, and a growing number of energy planners also see it as a practical way to store and ship hydrogen. The catch is that making it is one of heavy industry's dirtiest jobs. Now a team at the Institute of Science Tokyo says it has built a catalyst that makes ammonia under noticeably milder conditions, without any precious metals, and does it faster than the benchmark catalysts it was...
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Northwestern Smartwatch Tech Reads Hands for Prosthetics
Your smartwatch knows how many steps you took and how fast your heart beat, but it has almost no idea what your hands are doing. That blind spot matters, because hands are how people act on the world, and for amputees and patients in care settings, tracking hand and arm movement can be clinically meaningful. Engineers at Northwestern University's SPICE Lab say a standard smartwatch can do far more here than it does today.According to Northwestern's November 4, 2026 announcement, the lab has bui...
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PulseAI Wins FDA Clearance for Wearable Heart-Rhythm AI
Smartwatches have become remarkably good at recording the heart. Interpreting what they record is another matter. Anyone who has taken an on-wrist ECG and received an "inconclusive" result knows the gap between capturing a signal and making sense of it. On November 5, 2026, a Belfast company called PulseAI announced that it had received U.S. Food and Drug Administration (FDA) 510(k) clearance for an AI-powered arrhythmia analysis model built specifically for wearables, a step aimed squarely at ...
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Garmin Descent X10: A Readable Dive Computer for All
Most people who learn to scuba dive start the same way: in a pool, with rented gear, and an instructor reminding them to watch their depth and air. The dive computer on their wrist is supposed to make that easier, yet many entry-level models have small, hard-to-read screens and menus that feel built for experts. Garmin is aiming squarely at that gap. According to Garmin's announcement on November 3, 2026, the new Descent X10 is a dedicated dive computer designed to put "critical dive informatio...
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ZEISS TALOS: A Robot That Measures Without Markers
Walk through almost any modern car plant or aerospace hangar and you will find two kinds of robots. The first kind builds things: it welds, rivets, paints and lifts. The second kind, far rarer, checks whether the first kind did its job correctly. That second job has always been harder to automate, because a robot arm that is good enough to move a welding torch is rarely precise enough to measure a part to a fraction of a millimeter. On November 5, 2026, ZEISS announced a machine designed to clo...
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Higgs Realtime Duplex: Boson’s AI That Talks While It Works
Most voice assistants still work like walkie-talkies: you speak, you stop, they answer. Boson AI wants to retire that rhythm. On November 5, 2026, the company introduced Higgs Realtime Duplex, which it describes as its first full-duplex interactive "omni" model. According to Boson's announcement, it listens, watches and talks at the same time, shows a face of its own, and keeps thinking and calling tools in the background without pausing the conversation.
That is a meaningful shift for anyone b...
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Tencent Hy4 Joins the Top Tier of Open-Source AI Models
Tencent has pushed its in-house AI family a big step up the ladder. On November 4, 2026, the company announced Hy4, the latest generation of its Hy large language model, and said it now sits among the strongest open-source models in the world. According to Tencent's announcement, the model weights and system cards will follow "in the coming days," which would put a model with vision, computer use and long-horizon agent skills into the hands of developers who want to run it themselves.
For busin...
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Hidden Polar Boundaries Found in Perovskite Solar Material
Halide perovskites are among the most promising materials for next-generation solar cells. A team led by Monash University has now found an unexpected electrical property hiding inside one of them. The research was published in PNAS and announced by Monash on November 6, 2026.
The discovery
As the Monash University release explains, caesium lead iodide (CsPbI3), previously considered electrically non-polar, contains extremely thin boundaries where atoms shift position and create local electrica...
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Scentronic: An AI E-Nose and Wearable That Shares Smells
Screens and speakers carry sight and sound across the internet, but smell has stayed offline. Researchers at The Ohio State University have developed an AI-powered electronic nose and a wearable release system called Scentronic that aim to change that. The study was published in Science Advances and announced by Ohio State on November 5, 2026.
How the system works
According to Ohio State's College of Engineering, the device uses an AI e-nose to detect and analyze odors, and Scentronic uses mach...
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Light-Based AI Training Cuts Computation, Tokyo Team Shows
AI is hungry for power, and one answer is to stop doing all the math on transistors. Researchers at the University of Tokyo, working with NTT researchers, have shown a way to train and run a neural network on light, using far less computation than conventional methods. The work was announced on November 5, 2026 and published in Nature Computational Science.
The problem: AI that costs too much to run
According to the University of Tokyo press release, training AI models can consume vast amounts ...
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Northwestern’s DIAL Prints Paste-Like Inks With Light
3D printing has long forced a trade-off between speed, fine detail and the materials you can use. On November 4, 2026, Northwestern Engineering researchers described a method that tries to remove it. Called direct ink additive lithography (DIAL), it was published in Science Advances and announced in a Northwestern Engineering news article.
The trade-off DIAL targets
Direct ink writing works like squeezing toothpaste: thick inks are pushed through a narrow nozzle, one line at a time. It handl...
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Panasonic’s T-Rex Robot AI Reacts to Fingertip Touch
Robots are good at seeing and increasingly good at following spoken instructions. Feeling their way through a task is harder. On November 5, 2026, Panasonic Holdings announced a robot manipulation AI called T-Rex (Tactile-Reactive Dexterous Manipulation) that adds a sense of touch to the popular vision-language-action approach, and corrects its movements as fingertips feel slipping or too much pressure.
According to Panasonic's press release, the work is a collaboration between Panasonic HD, Pa...
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Anode-Free Sodium Battery Lasts 1,400 Cycles, Works at -40°C
Sodium-ion batteries have a compelling pitch: sodium is cheap and abundant, the chemistry has attractive safety characteristics, and it sidesteps much of the supply-chain anxiety around lithium. Their weakness has been energy density. A new study from Xi'an Jiaotong University, published in Nature Energy on November 2, 2026, tackles that problem with a radical design choice: remove the anode entirely, and then fix the chemistry that has kept such batteries from lasting.
According to the univers...
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