DWaste: Greener AI for Waste Sorting using Mobile and Edge Devices

Nothing is making headlines by testing lock screen ads in its Nothing OS 4.0 open beta. This move is significant as it reflects a growing trend among tech companies to explore new revenue streams, especially in a competitive market. While some users may find ads intrusive, the company argues that this is essential for its survival as a smaller player in the industry. How this will impact user experience and the broader smartphone landscape remains to be seen.

The latest Google Pixel 10 lineup has made its mark in 2025, showcasing some exciting updates that cater to various user needs. After thorough testing of each model, we've identified the standout Pixel phones that offer the best features and performance. This matters because as technology evolves, having the right smartphone can significantly enhance your daily life, making it essential for consumers to stay informed about their options.

A recent study delves into the effectiveness of various convolutional neural networks (CNNs) for periocular verification, particularly focusing on how distance affects performance. By training models like SqueezeNet, MobileNetv2, and ResNet50 on eye crops from the VGGFace2 dataset, researchers are pushing the boundaries of facial recognition technology. This research is significant as it not only enhances the accuracy of biometric systems but also explores innovative methods like LIME heatmaps for better interpretability, making AI more transparent and reliable.

The recent advancements in the Repentance Weighted Key Value (RWKV) model are exciting for the future of AI, especially for resource-constrained devices like mobile robots and smartphones. Researchers have introduced innovative compression techniques that significantly reduce the model's parameter count, making it more feasible to deploy these powerful language models in everyday technology. This development not only enhances computational efficiency but also opens up new possibilities for integrating advanced AI into various applications, making it a noteworthy step forward in the field.

The recent weather photo contest has showcased stunning images that highlight the beauty and power of nature, from vibrant rainbows to fierce tornadoes. These winning photographs not only celebrate the artistry of photography but also remind us of the incredible forces at play in our environment. Such contests inspire both amateur and professional photographers to capture the world around them, fostering a deeper appreciation for nature's wonders.

ChipAgents has successfully raised $21 million to enhance its agentic chip design platform, which is already attracting attention with 50 customers on board. This funding is significant as it not only validates the startup's innovative approach but also positions it for growth in a competitive tech landscape. The investment could lead to advancements in chip technology, impacting various industries that rely on efficient and intelligent chip designs.

In response to the growing issue of noise pollution in Indian cities, particularly in silence zones like hospitals and schools, a new AI-powered horn detection system has been developed. This innovative technology can detect and analyze honking in real time, aiming to regulate noise levels effectively. This project is significant as it not only addresses the urgent need for quieter environments but also enhances public awareness about noise pollution, ultimately contributing to healthier urban living.

In the latest exploration of AI-generated art, enthusiasts are celebrating its unconventional aesthetics, often deemed 'ugly.' This appreciation stems from a deeper understanding of the technology's potential and the creative freedom it offers. By embracing these unique creations, AI nerds highlight the evolving relationship between art and technology, encouraging a broader acceptance of diverse artistic expressions.

Mint Shelf, a new marketplace based in Austin, TX, is revolutionizing the way consumers shop for off-price and returned goods. By connecting vetted sellers with buyers, Mint Shelf offers products at 30-70% off retail prices, all while promoting sustainability by keeping quality items out of landfills. This initiative not only provides significant savings for shoppers but also supports local businesses and contributes to a more eco-friendly economy. With plans for national expansion, Mint Shelf is poised to make a meaningful impact in the retail landscape.

Apple is anticipating record-breaking iPhone sales this holiday season, driven by strong demand in the Chinese market. CEO Tim Cook praised the iPhone 17 lineup, calling it 'truly remarkable.' This surge in sales is significant not only for Apple's financial performance but also reflects the growing consumer confidence and demand in one of its largest markets. As the holiday shopping season approaches, this news could have a positive ripple effect on the tech industry and investors alike.