GLM 5.2, an open-weight model, beat Claude Code at IDOR detection with 39% F1, costing $0.17 per vulnerability found. The harness still matters more than the model, but open-weight models have crossed a threshold worth watching for security tasks.
A dense n-parameter transformer requires exactly 2n flops per output token at batch size 1. the largest model an architecture can serve is fixed by its energy per generated token. stefan krzysztof: if you want to reduce power consumption, you need to increase the number of dies you can use. sophon's new architecture is based on the nvidia gtx 1060 vs.
Professor Roberto Serrano at Brown University detected massive cheating on a midterm exam using AI, with at least 50 students involved. He believes the university's response was inadequate and that AI is altering century-old traditions at elite universities, requiring a broader debate on academic integrity.
The interactive dataset tracks historic and current memory and storage prices, including DRAM, NAND flash, and HBM, with modeled estimates from Epoch AI for AI-accelerator costs. The data is downloadable and includes quarterly updates for HBM and monthly updates for DRAM and NAND prices from 1957 to the present.
Researchers introduced Proxy-KD, a method to transfer knowledge from black-box LLMs to smaller models efficiently. Proxy-KD surpasses traditional white-box KD techniques and enhances performance.
What do America’s earliest restaurant menus teach us about America?
The author used Opus 4.8 to analyze an MRI and got a second opinion on their diagnosis, which disagreed with the original doctor's report. The AI analysis found no partial-thickness tear, contradicting the doctor's diagnosis and making the author question the treatment plan.
An article discusses Arabic typesetting complications, including the importance of ligatures in Arabic script. The inclusion of a special Unicode codepoint solved the problem of rendering the basmala phrase correctly.
The LineShine Supercomputer in China has taken the top spot on the 67th TOP500 list with 2.198 Exaflops of sustained FP64 performance. This is the first Chinese submission to the TOP500 in 9 years and marks a significant milestone for China's HPC capabilities.
The author visits Pinal Airpark in Arizona to see retired Boeing 747s, once the principal host of important journeys, now a symbol of American decline. The 747 was a technological innovation that embodied American might, invention, and progress, but its accidental longevity defined an era of decline.
Zanagrams is a free daily word puzzle. Drag across the letters to find the hidden words and watch the grid shrink as you solve it. A new Zanagrams puzzle every day.
LibrePods is a project that allows non-Apple devices to use AirPods features. It implements the proprietary protocol used by Apple devices to exchange data with AirPods.
The Loongson processor is a Chinese-developed CPU that emerged in 2001, initially based on MIPS architecture, and was later developed into a 64-bit processor. The Loongson processor was used in the Lemote Yeeloong laptop, a low-cost netbook that was released in 2008.
A non-profit collaboration is creating a library of accurate AI images to improve public understanding and reduce fear. They need support to commission artists and develop guidance for more realistic and diverse representations of AI.
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Daisugi, a Japanese technique, involves growing multiple trees from a single tree, creating a giant bonsai-like structure, but it's actually a form of coppicing, a common woodland management technique practiced for centuries. This method produces straight, usable timber without harming the original tree, and it's being re-emphasized as a sustainable way to manage woodlands.
Discover Xonaly, the private and ad-free Canadian search engine built with real privacy, fast results and a fully independent index — try it now.
Aleph Alpha built Savanna, a model factory that automates the entire model training pipeline in code, making it easier to collaborate and scale. By implementing Model Training as Code (MTaC), Savanna reduces errors, costs, and organisational challenges, enabling teams to work more efficiently and paving the way for auto-research.
The concept of tokenmaxxing, where companies spend large amounts of money on AI tokens without expecting a return, is not dead but rather evolving as companies realize the benefits of compounding correctness, where more tokens spent lead to better results. The shift towards open model platforms and generalist agents will lead to another rise in tokenmaxxing behavior, ultimately resulting in ...
POSIX is a specification, not a program, and its implementation varies across shells like bash, dash, and ksh. Shell scripting has dialects like natural languages, and "POSIX compliant" means following the spec's pinned-down parts on specific versions.
Bash4LLM⁺ è un wrapper CLI sicuro per l'API Chat Completions di OpenAI, scritto in Bash e completamente auditabile. È un singolo script auto-contenuto che può essere scaricato, eseguito e utilizzato subito.
Multiple stories are presented, each with a main character facing challenges and obstacles. The stories involve mystery, action, adventure, and romance, set in various locations and time periods.
A from-scratch text generator built in C/CUDA with a ~116M-parameter model trained on a single RTX 4070 GPU produces fluent-looking English with little real knowledge. The project demonstrates a complete, understandable training pipeline and the pretrain→SFT pipeline works end to end, but is not a capable assistant.
What feature would you like to see? A mechanism to explicitly mark files/paths that the agent must not read or send to the model, at both repository and global levels (e.g., a repo-local .codexignore plus a global ignore file). Example: ...
The Space Shuttle's I/O Processor had 24 network connections and 25 virtual processors, implementing two different instruction sets. It used microcode to run the virtual processors on one physical processor.
The KIDS Act package includes bills that require age verification, government-directed moderation, and new rules for private communications. This could lead to restrictive age-checking practices, reduced online privacy, and limited free expression.
A Polish user reported a bug on Medium where Ś wouldn't appear when typed. The issue was caused by Medium blocking CtrlS to prevent browser save dialogs, but Polish users use AltS to type Ś.
Akira Yoshizawa's 1955 exhibition in Amsterdam marked a significant event in the origins of modern origami, showcasing his revolutionary paperfolding techniques and inspiring a global movement. The exhibition, organized by Gershon Legman, featured Yoshizawa's intricate models, including birds, horses, and masks, and helped to foster a better relationship between the Netherlands and Japan.
Matthew Field is a Senior Technology Reporter covering the UK tech sector. He has covered social media giants, technology policy and British start-ups for The Telegraph since 2017. He also writes about the space industry. He can be reached at matthew.field@telegraph.co.uk or via X @matthfield See more Debt-fuelled spending on AI is driving up the risk of a global financial crisis, central ...
The user argues that tech press should separate AI business from actual AI tech, which is producing useful tools, and not be overwhelmed by AI stories. They think AI will change the profession but not replace human work, and companies will eventually change their AI policy due to production issues.