Italy Reconsiders Nuclear Energy 35 Years After Shutting Down Last Reactor
The plan to introduce small modular reactors in Italy could add to the country’s history of failure in nuclear energy, a former Italian lawmaker and researcher argued in Italian outlet Il Fatto Quotidiano, writing that these reactors are expensive and produce too little energy to justify an investment in them.They could also become obsolete within the next decade, the timeline for the government to introduce them, Italian outlet Domani added, and be overtaken by nuclear fusion reactors, which are more efficient and have “virtually no environmental impact.” Italy’s main oil company, Eni, has signed a deal with MIT spinout Commonwealth Fusion System, with the goal of providing the first operational nuclear fusion plant by 2030.
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Microsoft Unveils a Large Language Model That Excels At Encoding Spreadsheets
The first of these modules involves placing “structural anchors” throughout the spreadsheet to help the LLM understand what’s going on better. It then removes “distant, homogeneous rows and columns” to produce a condensed “skeleton” version of the table. Index translation addresses the challenge caused by spreadsheets with numerous empty cells and repetitive values, which use up too many tokens. “To improve efficiency, we depart from traditional row-by-row and column-by-column serialization and employ a lossless inverted index translation in JSON format,” Microsoft wrote. “This method creates a dictionary that indexes non-empty cell texts and merges addresses with identical text, optimizing token usage while preserving data integrity.” […]
After conducting a “comprehensive evaluation of our method on a variety of LLMs” Microsoft found that SheetCompressor significantly reduces token usage for spreadsheet encoding by 96%. Moreover, SpreadsheetLLM shows “exceptional performance in spreadsheet table detection,” which is the “foundational task of spreadsheet understanding.” The new LLM builds on the Chain of Thought methodology to introduce a framework called “Chain of Spreadsheet” (CoS), which can “decompose” spreadsheet reasoning into a table detection-match-reasoning pipeline.
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OW2: ‘The European Union Must Keep Funding Free Software’
OW2 argues that discontinuing NGI funding would weaken Europe’s technological ecosystem, leaving many projects under-resourced and jeopardizing Europe’s position in the global digital landscape. The letter reads, in part: NGI programs have shown their strength and importance to support the European software infrastructure, as a generic funding instrument to fund digital commons and ensure their long-term sustainability. We find this transformation incomprehensible, moreover when NGI has proven efficient and economical to support free software as a whole, from the smallest to the most established initiatives. This ecosystem diversity backs the strength of European technological innovation, and maintaining the NGI initiative to provide structural support to software projects at the heart of worldwide innovation is key to enforce the sovereignty of a European infrastructure. Contrary to common perception, technical innovations often originate from European rather than North American programming communities, and are mostly initiated by small-scaled organizations.
Previous Cluster 4 allocated 27 millions euros to:
– “Human centric Internet aligned with values and principles commonly shared in Europe”;
– “A flourishing internet, based on common building blocks created within NGI, that enables better control of our digital life”;
– “A structured eco-system of talented contributors driving the creation of new internet commons and the evolution of existing internet commons.”
In the name of these challenges, more than 500 projects received NGI funding in the first 5 years, backed by 18 organizations managing these European funding consortia.
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Linux Kernel 6.10 Released
Plus, like in all kernel releases, there’s a glut of groundwork to offer “initial support” for upcoming CPUs, GPUs, NPUs, Wi-Fi, and other hardware (that most of us don’t use yet, but require Linux support to be in place for when devices that use them filter out)…
Linux 6.10 adds (after much gnashing) the mseal() system call to prevent changes being made to portions of the virtual address space. For now, this will mainly benefit Google Chrome, which plans to use it to harden its sandboxing. Work is underway by kernel contributors to allow other apps to benefit, though. A similarly initially-controversial change merged is a new memory-allocation profiling subsystem. This helps developers fine-tune memory usage and more readily identify memory leaks. An explainer from LWN summarizes it well.
Elsewhere, Linux 6.10 offers encrypted interactions with trusted platform modules (TPM) in order to “make the kernel’s use of the TPM reasonably robust in the face of external snooping and packet alteration attacks”. The documentation for this feature explains: “for every in-kernel operation we use null primary salted HMAC to protect the integrity [and] we use parameter encryption to protect key sealing and parameter decryption to protect key unsealing and random number generation.” Sticking with security, the Linux kernel’s Landlock security module can now apply policies to ioctl() calls (Input/Output Control), restricting potential misuse and improving overall system security.
On the networking side there’s significant performance improvements to zero-copy send operations using io_uring, and the newly-added ability to “bundle” multiple buffers for send and receive operations also offers an uptick in performance…
A couple of months ago Canonical announced Ubuntu support for the RISC-V Milk-V Mars single-board computer. Linux 6.10 mainlines support for the Milk-V Mars, which will make that effort a lot more viable (especially with the Ubuntu 24.10 kernel likely to be v6.10 or newer). Others RISC-V improvements abound in Linux 6.10, including support for the Rust language, boot image compression in BZ2, LZ4, LZMA, LZO, and Zstandard (instead of only Gzip); and newer AMD GPUs thanks to kernel-mode FPU support in RISC-V.
Phoronix has their own rundown of Linux 6.10, plus a list of some of the highlights, which includes:
The initial DRM Panic infrastructure
The new Panthor DRM driver for newer Arm Mali graphics
Better AMD ROCm/AMDKFD support for “small” Ryzen APUs and new additions for AMD Zen 5.
AMD GPU display support on RISC-V hardware thanks to RISC-V kernel mode FPU
More Intel Xe2 graphics preparations
Better IO_uring zero-copy performance
Faster AES-XTS disk/file encryption with modern Intel and AMD CPUs
Continued online repair work for XFS
Steam Deck IMU support
TPM bus encryption and integrity protection
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