Every day, hospitals, insurers and clinics generate an enormous record of how medicines actually perform in ordinary patients: who took what, for how long, and what happened next. Randomised trials remain the gold standard, but they are expensive, slow and often never run for the head-to-head questions doctors care about most. The data to answer many of those questions already exists. The hard part is analysing it in a way that is rigorous, repeatable and trustworthy.
That is the job of HADES, ...
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Author: IE Contributor
OpenAI’s Sora in 2026: From Sora 2 Hype to Shutdown
Few AI products have had a run as short and as dramatic as Sora. In the space of about 18 months, OpenAI's text-to-video model went from a jaw-dropping research preview to a viral social app, a billion-dollar Hollywood partnership, and then a full shutdown. As of late October 2026, there is no Sora you can use: the consumer app closed in April and the developer API followed in September. For anyone tracking where generative AI is heading, the story of Sora is less about one model and more about...
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NVIDIA’s Healthcare AI Stack in 2026: From GPUs to AI Agents
For most of the last decade, "NVIDIA in healthcare" meant one thing: fast GPUs that helped radiologists and researchers crunch images and genomes. That picture is now badly out of date. Over 2026, NVIDIA has rebuilt its healthcare business around open models, AI agents that can run scientific software on their own, and real-time computers that sit inside medical devices. The latest round of announcements, made at GTC Berlin on October 21, 2026, shows where this is heading: from tools that help ...
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NVIDIA VISTA-3D: One AI Model to Segment the Whole Body in CT
Outlining organs and tumours in a CT scan is among the most tedious jobs in medical imaging. A single scan can hold hundreds of slices. Each structure has to be traced in three dimensions, and research groups typically train a separate AI model for every organ or dataset they care about. NVIDIA's answer is VISTA-3D, a single foundation model, built with the open-source MONAI framework, that segments well over a hundred anatomical structures on its own and lets a human fix or extend its work wit...
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Figure’s Helix: How One AI Model Is Teaching Humanoids to Work
For most of robotics history, teaching a machine a new skill meant one of two expensive things: an expert writing code line by line, or thousands of human demonstrations for a single task. Figure AI is betting on a third path. Its AI system, Helix, aims to let a humanoid robot hear a plain-language request, look at the scene in front of it, and work out the motions on its own. In under two years, Helix has gone from controlling a robot's arms and fingers to steering its entire body through home...
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Google SynthID: How Invisible Watermarks Flag AI Content
Spotting an AI-generated photo, song or paragraph by eye is getting close to impossible. Google DeepMind's answer is not a better guessing machine but a signature baked in at the moment of creation: SynthID, an invisible watermark now stamped on a remarkable volume of content. In October 2026 Google opened its SynthID Detector to everyone, and the company says it has already watermarked more than 180 billion images and videos, plus the equivalent of 240,000 years of audio (Google, October 2026)...
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Mermaid AI: How the Mermaid.js Team Is Reinventing Diagrams
Every engineering team knows the moment: the architecture has changed, the meeting has ended, and the diagram that explains it all is already out of date. Redrawing boxes and arrows is the kind of chore that quietly never gets done. Mermaid AI, from the company behind the open-source Mermaid.js library, is betting that the fix is to stop drawing altogether, and simply describe what you mean.
What makes the product interesting is not just that it uses generative AI. It is that the AI writes in a...
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‘Moonshot.AI’ – Long-context reasoning, Multimodal intelligence, Agent-based AI systems
From Chatbots to Autonomous Intelligence
In the rapidly evolving landscape of artificial intelligence, a new class of systems is emerging—systems that do more than generate text. They reason over vast information, interact with tools, and execute complex workflows.
Moonshot AI stands at the forefront of this transformation. Founded in 2023, the company has rapidly positioned itself as a leader in long-context foundation models and agentic AI systems, challenging established global players...
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‘Wayve.ai’ – put self-driving tech in every car
Unlike conventional self-driving systems, Wayve aims to create a scalable, mapless, and vehicle-agnostic autonomy platform powered by AI foundation models.
Wayve’s approach is based on Embodied AI, where intelligence emerges from interaction with the real world rather than predefined rules.
Key Idea
AI learns driving like a human:
Observing
Interacting
Adapting
This contrasts with traditional systems that rely on:
Predefined rules
HD maps
Modular pipelines
...
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ChromeOS Flex is a lightweight operating system
ChromeOS Flex is a lightweight, cloud-first operating system developed by Google, designed to run on existing PCs and Macs. It extends the ChromeOS ecosystem beyond Chromebooks, enabling organizations and individuals to modernize aging hardware with a secure, fast, and manageable OS.
Originally derived from the Chromium OS project and evolved from Neverware’s CloudReady, ChromeOS Flex is optimized for web-based computing, SaaS applications, and enterprise device management.
2. Key Design ...
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UCLA researchers have identified a revolutionary drug, DDL-920, that mimics the effects of physical rehabilitation for stroke recovery by reconnecting brain pathways in mice.
Key takeaways
UCLA researchers identified a loss of brain connections that stroke produces that are remote from the site of the stroke damage.
The UCLA team found that some of the connections lost after stroke occur in a cell called a parvalbumin neuron, which helps a brain rhythm function.
The researchers found that a drug called DDL-920, developed in the UCLA lab of Varghese John, produced significant recovery in movement control in mice.
A new study by UCLA Health has discovere...
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‘OpenClaws.io’ –
OpenClaw: The Emergence of Autonomous AI Agents That Act, Not Just Respond
In the evolution of artificial intelligence, a fundamental shift is underway—from systems that merely generate responses to systems that can take action in the real world. At the center of this transition is OpenClaw official platform, an open-source AI agent framework designed to transform large language models (LLMs) into autonomous, task-executing digital assistants.
Unlike traditional AI chatbots that remain co...
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‘TurboQuant’ cuts LLM KV-cache memory use 6x, boosts inferencing speed
TurboQuant and the Rewriting of Memory Economics in Large Language Models
In the evolving architecture of large language models (LLMs), performance has long been constrained not by computation, but by memory. As models grow more capable and context windows expand into hundreds of thousands—or even millions—of tokens, a silent bottleneck has emerged: the key–value (KV) cache. It is within this hidden structure that models “remember” prior tokens during inference, enabling coherent and context...
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Apple AirPods can now provide real-time translation directly into your ears
Apple AirPods can now provide real-time translation directly into your ears, enabling smoother multilingual conversations using iOS 26 and Apple Intelligence.
In a world where language has long been both a bridge and a barrier, technology is steadily reshaping how humans connect across cultures. With the introduction of real-time translation through Apple AirPods, powered by iOS 26 and Apple Intelligence, communication is entering a new phase—one that feels less like using a tool and more li...
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‘Neurophos’ – photonic computing
Neurophos and the Rise of Photonic Computing
The rapid growth of artificial intelligence has exposed the limits of traditional silicon-based computing. As models grow larger and more complex, the energy and latency costs of moving and processing data are becoming dominant constraints. Enter photonic computing—a paradigm that uses light instead of electricity to perform computations. At the forefront of this emerging field is Neurophos, a company building next-generation AI hardware powered b...
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‘Live Proxies’
LiveProxies.io is a commercial proxy infrastructure provider offering residential and mobile IP proxy networks designed for anonymity, data access, and large-scale automation. It targets both:
Individual users (scraping, browsing, social media)
Enterprises (SaaS platforms, e-commerce analytics, automation)
At its core, Live Proxies provides intermediary network routing services, allowing users to mask their real IP addresses and distribute traffic across a large pool of real-world de...
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Mozilla Firefox Browser VPN: A New In-Browser Privacy Layer
Mozilla has introduced a significant evolution in browser-based privacy with the rollout of a built-in VPN directly inside Firefox. While Mozilla VPN has long existed as a standalone paid product, this new feature—launched with Firefox version 149—marks a shift toward integrated, accessible privacy protection.
Firefox VPN has been available as a stand-alone paid product, but this feature addition, which arrives with Firefox version 149, makes a free virtual private network available in-brows...
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‘Avride’ – autonomous mobility with Level 4 self-driving technology
Avride is an autonomous mobility company focused on building Level 4 self-driving technology for both:
Robotaxis (autonomous ride-hailing vehicles)
Sidewalk delivery robots
Avride was founded in 2020 as a spin-off from Yandex’s autonomous driving division. Yandex had already invested years into self-driving research, logging millions of miles in testing across diverse environments such as Moscow, Tel Aviv, and U.S. cities. Avride inherited not just the codebase, but also a mature eng...
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AI Agent Tool List and usecase
Microsoft Copilot Studio (Power Platform)
Vendor: Microsoft
Description
Copilot Studio (formerly Power Virtual Agents) is part of the Microsoft Power Platform, enabling organizations to create AI agents that interact with enterprise data and automate workflows. It integrates deeply with Microsoft 365, Power Automate, and Azure AI services.
Key Features
Visual agent workflow builder
Integration with enterprise data (SharePoint, Dataverse)
LLM-based conversational AI
Ente...
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Open-Source AI Chips
Artificial Intelligence (AI) workloads such as deep learning, computer vision, and natural language processing require enormous computational power. Traditionally, these workloads have relied on proprietary hardware like GPUs or specialized accelerators. However, the semiconductor industry is increasingly exploring open-source AI chips, which provide transparent hardware designs and programmable architectures for AI computation.
Open-source AI chips are typically built using open instruction...
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Lockly Visage Smart Lock — Face Recognition Smart Lock
The Lockly Visage is a next-generation smart door lock that uses 3D facial recognition as the primary authentication method. It combines biometric identification with smart-home connectivity to provide keyless, hands-free entry.
The Lockly Visage Smart Lock is one of the first commercially available facial-recognition–enabled residential smart locks designed to provide hands-free, biometric door access. Developed by the smart-home security company Lockly, the device combines AI-based face re...
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Warka Water System – Bamboo tower generates 26 gallons of water daily from air
Warka Water Tower
The Warka Water Tower is a passive atmospheric water-harvesting structure designed to collect clean water from air humidity, fog, and rain. Made primarily from bamboo and biodegradable materials, it provides a low-cost, sustainable solution for water-scarce rural communities in developing regions, particularly in Ethiopia.
Key facts
Inventor: Arturo Vittori
First prototype: 2015, Ethiopia
Height: ~9–10 meters
Water yield: Up to 80–100 liters/day (in ideal co...
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Shift from Traditional Search Engines to AI-Based Answer Systems
For over two decades, internet search has been dominated by keyword-based search engines that retrieve and rank web pages. Systems such as Google, Microsoft’s Bing, and Yahoo built massive infrastructures designed to index the web and return lists of relevant documents.
Today, search technology is undergoing a fundamental transformation. Instead of presenting users with links to information, modern AI systems increasingly provide direct answers synthesized from multiple sources. Tools like C...
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photocatalyst – accelerates a chemical reaction using light energy – Platinum-Free Photocatalyst Turns Sunlight and Water into Renewable Energy
Hydrogen is widely viewed as a cornerstone of the future clean-energy economy. When used as a fuel in fuel cells or combustion systems, hydrogen produces only water as a by-product, making it an attractive alternative to fossil fuels. However, the sustainability of hydrogen depends heavily on how it is produced.
Traditional hydrogen production relies on fossil fuels such as natural gas, which generates significant carbon emissions. Researchers have long pursued solar-driven water splitting, ...
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NASA Opportunities
Collaborative opportunities, such as those involving Requests for Information or academic research contests, also are included on this page.
This ARMD Solicitations page has four major sections:
Quick list of open solicitations with key dates listed.
Current open solicitations with more details and helpful links.
Closed solicitations in case it is helpful to see other examples of the kind of research opportunities NASA Aeronautics makes available.
Summary of NASA’s Research Oppo...
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Omar M. Yaghi’s Solar-Powered Atmospheric Water Harvester that pulls 1,000 liters of pure water from thin air every day
Omar M. Yaghi’s solar-powered atmospheric water harvester represents a significant leap in materials science and sustainable engineering. By leveraging metal-organic frameworks to extract moisture from extremely dry air, the system converts an abundant but overlooked resource—the atmosphere—into potable water.
With the ability to produce up to 1,000 liters of water per day from desert air, this container-sized system could provide a new model for decentralized, climate-resilient water infras...
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‘Bee.Computer’ – wearable personal AI device
Bee is presented as a wearable personal AI device designed to capture, understand, and summarize your life’s moments, including conversations, reminders, patterns, and insights. The product — typically marketed as the Bee Pioneer Edition — is a wrist-wearable device paired with a mobile app (primarily iOS) that provides an AI-augmented personal assistant experience.
According to the official website:
Bee aims to transform conversations, tasks, places, and experiences into summaries and i...
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‘Otter.ai’ – AI-powered conversation and meeting transcription, analysis, and collaboration platform
Otter.ai is an AI-powered conversation and meeting transcription, analysis, and collaboration platform designed to automatically capture spoken content and turn it into searchable smart text with summaries, speaker labels, insights, and collaboration features. It is widely used to streamline note-taking, enable accessibility, and improve productivity across teams.
At the core, the Otter platform leverages speech-to-text, contextual AI assistance, integrations with conferencing tools, and pro...
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‘workik.com’ -AI-Enhanced Platform for Modern Software Development
In the evolving landscape of software engineering, tools that combine context-aware AI, automation, and collaboration capabilities are increasingly essential to streamline workflows, reduce manual effort, and raise code quality. Workik is one such platform — a web-based AI-assisted development environment designed to help developers and teams generate code, document systems, automate workflows, and build AI agents grounded in real project context.
At its core, Workik is an AI-augmented p...
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Temporal.io — Durable Execution and Workflow Orchestration for Modern Applications
Temporal.io is an open-source durable execution platform and workflow orchestration engine designed to help developers build resilient, fault-tolerant applications where state, retries, and long-running logic are first-class citizens. Rather than forcing engineers to build custom retry loops, reconciliation code, and manual state tracking, Temporal enables developers to author workflows in plain code that will survive failures, outages, and downtime without losing progress.
Originally derive...
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