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www.rochester.edu
New method turns ocean water into drinking water, without waste
A new solar-powered desalination system developed at the University of Rochester efficiently transforms seawater into fresh water without chemicals, while also collecting leftover salts as valuable resources, including lithium. This innovative method addresses water shortages and presents a sustainable alternative to conventional desalination processes.
4 min read
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sakana.ai
Sakana AI
Japan's Sakana AI is pioneering Recursive Self-Improvement technology to enhance artificial intelligence through continuous, autonomous learning. The newly established RSI Lab is focused on creating adaptive systems that build on previous innovations, aiming to transform the AI development process and redefine how machines can improve themselves efficiently.
6 min read
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www.boxofcables.dev
Azure Linux "Desktop": A Build 2026 mashup of wslc, WinUI Reactor, and Azure Linux 4.0
A new Windows app lets users boot a full Linux desktop in a window, combining features from Microsoft Build 2026 tools like the wslc container API and WinUI Reactor. Despite its playful nature, it showcases practical uses of Azure Linux 4.0 and .NET 10, delivering a seamless Linux experience.
6 min read
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blog.includesecurity.com
The Smart TV in Your LivingRoom Is a Node in the AIScraping Economy - Include Security Research Blog
This article examines how Bright Data, a leader in residential proxy networks, collects AI training data from home devices like smart TVs and phones. It discusses the implications of consent-based data scraping and the potential privacy concerns for users unwittingly contributing to AI training efforts.
11 min read
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simonwillison.net
Running Python code in a sandbox with MicroPython and WASM
This article explores the development of micropython-wasm, a sandbox for safely executing Python code using MicroPython and WebAssembly. It highlights the benefits of sandboxing plugins, the challenges faced, and the tools employed to create a secure environment, making it easier for developers to run arbitrary code without risk.
7 min read
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lwn.net
Moving beyond fork() + exec()
Optimizing the traditional fork() and exec() pattern, new spawn templates aim to improve process launches in Linux. By caching information for repeated executions, these templates can reduce overhead. Future enhancements may lead to a more efficient posix_spawn() implementation, offering a promising alternative to the existing method.
4 min read
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su3.io
zeroserve: a zero-config web server you can script with eBPF
zeroserve is a lightweight HTTPS server that simplifies deployment by serving websites from a single tarball. It features fast performance, efficient eBPF scripting for request handling, and modern TLS support. With its unique configuration model, zeroserve merges server behavior and scripting into a cohesive experience, redefining web server operation.
9 min read
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discuss.python.org
An announcement from the Steering Council regarding the JIT project
The Python Steering Council discusses the experimental just-in-time (JIT) compiler in CPython, emphasizing the need for a formal Standards Track PEP to evaluate its future. The council outlines critical areas for community engagement and sets a six-month deadline for PEP submission to ensure clarity and sustainable development.
4 min read
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universalmemoryprotocol.io
Universal Memory Protocol
The Universal Memory Protocol (UMP) introduces a third interoperability layer for agents, enabling the seamless transfer of memory across sessions and platforms. By standardizing how knowledge is stored and shared, UMP allows developers to unify disparate memory sources, enhancing collaboration and efficiency in memory-aware applications.
3 min read
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symbolica.io
Symbolica 2.0: programmable symbols – Symbolica | Modern Computer Algebra
Symbolica 2.0 introduces enhanced features for symbolic computation in Python and Rust, allowing users to customize behavior through programmable symbols. Key improvements include a simplified Rust API, richer output options, and new built-in functions, making complex mathematical manipulations more accessible and efficient.
10 min read
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huggingface.co
Five labs, five minds: building a multi-model finance drama on small models
The article explores the development of v2 of Thousand Token Wood, where five distinct small machine learning models interact in a finance-themed game. It highlights the challenges and solutions for integrating heterogeneous models, maintaining information security, and creating realistic agent relationships through structured memory systems.
4 min read
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www.businessinsider.com
A CEO told employees they won't get raises in 2026 because the budget is going to AI
Companies like Teradata and TTEC are reallocating resources to AI investments, leading to cuts in employee benefits and compensation. As firms face financial pressures, this shift raises concerns about job security and employee wellbeing, prompting a broader conversation about the implications of prioritizing technology over workforce support.
5 min read
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www.wired.com
Meta Silently Added Face-Recognition Code for Its Smart Glasses to Millions of Phones
Meta has integrated face-recognition technology, called NameTag, into its AI app for smart glasses, allowing it to identify individuals captured by the glasses' camera. Despite previous claims of careful consideration, components of this feature have been distributed to millions of users, stirring privacy concerns among advocates.
6 min read
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magenta.withgoogle.com
Magenta RealTime 2: Open & Local Live Music Models
Magenta RealTime 2 (MRT2) is an advanced open model for real-time music synthesis that enables musicians to create interactive sounds directly from their laptops. Designed for low-latency performance, MRT2 supports MIDI, audio, and text inputs, making it a versatile tool for live music generation and integration with music software.
11 min read
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passo.uno
Fine-tuning an LLM to write docs like it's 1995
This article explores the process of fine-tuning a language model to emulate software technical writing from the 1990s. It highlights the use of historical documents, innovative training techniques, and online resources to experiment with style, offering insights into the evolving landscape of AI-driven tech writing.
9 min read
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