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How to recover your deleted files

Popular Science

Breakthroughs, discoveries, and DIY tips sent every weekday. Sinking feelings don't come much worse than when you think you delete something you really need. Many of us now have files synced to the cloud from our phones and laptops, but sometimes data can disappear from there too--maybe through a click of the wrong button or a swipe across the wrong menu option. If this happens to you, don't lose hope-most cloud storage services come with a deleted file restore function that's similar to the Recycle Bin on Windows and the Trash folder on macOS. It means that any files that you delete, deliberately or not, can be recovered without too much fuss.


This 30% off Black Friday deal on CleanMyMac software will make your life easier all year

Popular Science

CleanMyMac itself hooks into macOS's "Allow in the Background" framework here, so it's playing by Apple's rules rather than working around them. You could do most of this via System Settings and a lot of manual digging, but the point here is visibility: you see what's running, how heavy it is, and you can trim without spelunking through multiple folders.


REMONI: An Autonomous System Integrating Wearables and Multimodal Large Language Models for Enhanced Remote Health Monitoring

Ho, Thanh Cong, Kharrat, Farah, Abid, Abderrazek, Karray, Fakhri

arXiv.org Artificial Intelligence

With the widespread adoption of wearable devices in our daily lives, the demand and appeal for remote patient monitoring have significantly increased. Most research in this field has concentrated on collecting sensor data, visualizing it, and analyzing it to detect anomalies in specific diseases such as diabetes, heart disease and depression. However, this domain has a notable gap in the aspect of human-machine interaction. This paper proposes REMONI, an autonomous REmote health MONItoring system that integrates multimodal large language models (MLLMs), the Internet of Things (IoT), and wearable devices. The system automatically and continuously collects vital signs, accelerometer data from a special wearable (such as a smartwatch), and visual data in patient video clips collected from cameras. This data is processed by an anomaly detection module, which includes a fall detection model and algorithms to identify and alert caregivers of the patient's emergency conditions. A distinctive feature of our proposed system is the natural language processing component, developed with MLLMs capable of detecting and recognizing a patient's activity and emotion while responding to healthcare worker's inquiries. Additionally, prompt engineering is employed to integrate all patient information seamlessly. As a result, doctors and nurses can access real-time vital signs and the patient's current state and mood by interacting with an intelligent agent through a user-friendly web application. Our experiments demonstrate that our system is implementable and scalable for real-life scenarios, potentially reducing the workload of medical professionals and healthcare costs. A full-fledged prototype illustrating the functionalities of the system has been developed and being tested to demonstrate the robustness of its various capabilities.


Microsoft cuts Israeli military's access to some cloud computing, AI

Al Jazeera

Why have Spain, Italy sent ships to assist the Gaza flotilla? Israel's mass surveillance: Microsoft blocks the army from using its software United States tech giant Microsoft has cancelled some services it provides to the Israeli military over concerns it is violating its terms of service by using the firm's cloud computing software to spy on millions of Palestinians, the company's vice chair and president Brad Smith confirmed. Smith wrote in a Thursday blog post that the company had "ceased and disabled a set of services" to a unit within the Israeli Ministry of Defence in response to an August 6 joint investigation by The Guardian newspaper, +972 Magazine, and Hebrew-language outlet Local Call. Unit 8200 is the Israeli military's elite cyber warfare unit responsible for clandestine operations, including collecting signal intelligence and surveillance. The investigation by journalists revealed that following a 2021 meeting between Microsoft CEO Satya Nadella and Unit 8200's leader Yossi Sariel, an agreement was reached to collaborate on moving large volumes of sensitive intelligence material into the company's Azure platform.


If Anyone Builds it, Everyone Dies review – how AI could kill us all

The Guardian

W hat if I told you I could stop you worrying about climate change, and all you had to do was read one book? Great, you'd say, until I mentioned that the reason you'd stop worrying was because the book says our species only has a few years before it's wiped out by superintelligent AI anyway. We don't know what form this extinction will take exactly - perhaps an energy-hungry AI will let the millions of fusion power stations it has built run hot, boiling the oceans. Maybe it will want to reconfigure the atoms in our bodies into something more useful. There are many possibilities, almost all of them bad, say Eliezer Yudkowsky and Nate Soares in If Anyone Builds It, Everyone Dies, and who knows which will come true.


SwannBuddy 4K Video Doorbell review: Let the robots run the house

PCWorld

Higher-resolution video, improved overall performance, and an exciting new AI-powered voice response make Swann's second video doorbell a winner. Swann, a longtime player in the security camera world, has been spreading its wings to expand into related smart home gear, including video doorbells. Its first SwannBuddy Video Doorbell, a lackluster release, hit in 2022. The all-new SwannBuddy 4K Video Doorbell expands that device's resolution and image quality considerably, resolving one of the original product's biggest shortcomings. The SwannBuddy 4K offers a familiar design to both the original SwannBuddy and most video doorbells, with a large doorbell button in the center of the device, ringed with light (briefly blue, turning red when recording), a camera lens up top, and a motion sensor at the bottom.


Aqara Camera Protect Kit Y100 review: Entry-level home security

PCWorld

The Aqara Camera Protect Kit Y100 is one of the easiest to install and set up tech products I've tested, and it does an outstanding job of monitoring a relatively small space. But steer clear if you're looking for a professional monitoring option, as that's not on offer. But before I get too deep into this review, be aware that Aqara does not offer any professional monitoring service, where someone in a central office monitors your security system and can dispatch first responders in the event of a break-in, fire, or medical emergency. While such plans are always paid subscriptions, its absence here will be a deal-breaker for some (Aqara does manufacture a Zigbee smart smoke detector if self-monitoring is all you're looking for). The Matter-compatible Aqara Camera Hub G3 includes a Zigbee radio and a dual-band Wi-Fi adapter.


The best security cameras for 2025

Engadget

Security cameras can give you peace of mind by watching things when you're out of the house. They can also help keep tabs on your pets' actions or let you check in on other parts of your property like your backyard. Set them up outdoors or at a window and you can get notifications when someone's delivering a package or heading to your door. Of course, anything that takes footage in and around your home is a privacy risk, so you'll want to look for security cameras with proper privacy features. And if you've already got some smart devices, it's important to know whether your new camera will work with them. Some cameras are practically useless without a subscription, while with others, the subscription is just nice to have. There's a lot to consider -- so we tried out over a dozen well-regarded models, filming our cats, dogs and other household members for weeks to help you pick the best security camera for your home. One of the first things you'll want to consider before buying a security camera is where you intend to put it. Do you want an outdoor or indoor setup, or cameras that can work in both environments?


Transfer data from your Android phone to your Windows PC: The ultimate guide

PCWorld

Nowadays, smartphones replace the (video) camera on holiday, acts as a portable music player, has space for all WhatsApp media, and holds audio plays, e-books, and documents. To avoid losing such data, you should create regular backups and your home Windows PC is ideal for this. The home computer is also a good data source, as it often houses downloads, music libraries, and video archives. However, if you want to transfer music, videos, or images between your smartphone and a Windows PC, you are spoiled for choice. There are a whole range of different methods available for this data transfer. The simplest and quickest method of connecting an Android device to your Windows PC is the classic USB cable.


Artificial Intelligence enhanced Security Problems in Real-Time Scenario using Blowfish Algorithm

Chinnam, Yuvaraju, Sambana, Bosubabu

arXiv.org Artificial Intelligence

In a nutshell, "the cloud" refers to a collection of interconnected computing resources made possible by an extensive, real-time communication network like the internet. Because of its potential to reduce processing costs, the emerging paradigm of cloud computing has recently attracted a large number of academics. The exponential expansion of cloud computing has made the rapid expansion of cloud services very remarkable. Ensuring the security of personal information in today's interconnected world is no easy task. These days, security is really crucial. Models of security that are relevant to cloud computing include confidentiality, authenticity, accessibility, data integrity, and recovery. Using the Hybrid Encryption this study, we cover all the security issues and leaks in cloud infrastructure.