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#Open Source

Torvalds and Claude Code Tandem: A 23x Linux Speedup and a Critical Bug Caught by a Human

Linus Torvalds enlisted Claude Code to tackle a task that had lingered in the Linux kernel for two and a half years. The neural network helped boost parallel file reading by up to 23 times, but missed a dangerous race condition.

Partscaster 1.0: How to Turn a Flat AI Track into a Lively Mix Even on an 8 GB GPU

Partscaster 1.0 has been released, an open-source tool solving generative music's primary flaw: synthetic, flat sound. The program replaces generated tracks with live samples, emulates analog amplifiers, and runs on budget GPUs thanks to a C++ engine.

Meta и Apple превратили пару настольных Mac в локальный суперкомпьютер для ИИ на 816 млрд параметров

Компания Meta выпустила открытую мультимодальную модель Muse Spark Open на 816 млрд параметров, оптимизированную для автономной работы на двух компьютерах Mac Studio через стек Apple MLX.

AI Guarding Open Source: Why Only a Fraction of Thousands of Discovered Bugs Get Fixed

An analysis of Anthropic's security funnel: why the headline-grabbing claim of 29,000 discovered bugs and only 516 open-source patches distorts reality, and where the real bottleneck of automated auditing actually lies.

Neural Network vs. Combinatorics: The CayleyPy Project Transforms Complex Puzzle Solving

Researchers from the CayleyPy project demonstrated that combining neural network heuristics with Beam Search can outperform established classical algorithms on 4×4×4 cubes and the Megaminx, marking a mathematical breakthrough.

Mistral AI представила триллионную модель Large 4 и пообещала открыть веса

Европейский разработчик Mistral AI запустил превью мультимодальной модели Mistral Large 4. Нейросеть с триллионом параметров показывает рекордные результаты в задачах кибербезопасности, а ее открытые веса выйдут уже в конце октября.

Ответ Запада Китаю: Reflection AI показала открытую модель Beam после двух лет молчания

Оцененный в $25 млрд стартап Reflection AI впервые выпустил публичную модель. Разработка под названием Beam призвана составить конкуренцию китайским открытым нейросетям в сфере кодинга и автономных агентов.

Lapka: How to Turn Any Anime Website into a Convenient Local Player Using AI

The open-source project Lapka solves the main challenge of watching anime on the web: it aggregates episodes, voiceovers, and seasons from a single link and plays them in a unified interface free of ads and clunky players.

The Human Face of Algorithms: Why Tech Giants Benefit from Inspiring Fear of AI Consciousness

Corporations and the media actively endow neural networks with human traits and agency. We explore how narratives about "escaped models" and the threat of AGI conceal attempts to monopolize the market and obscure the fundamental limitations of the technology.

Why RecSys Metrics Lie: How Preprocessing Nuances Break Reproducibility and What to Do About It

Developers from Sber AI Lab and AIRI have introduced SplitLight, a tool for auditing datasets and splits in recommender systems. The experts proved that even basic sorting of events with identical timestamps can significantly change model quality without any modifications to its architecture.

Hugging Face Launches $399 Microduck Robot as Robotics Automation Surges Across Sectors

Hugging Face's open-source Microduck pulled in $2.6M in day-one preorders, while ICE prepares a $2M robot dog purchase and Meta tests automation inside data centers.

Developer creates open-source TRIZ-based AI agent for solving engineering problems

An engineer has developed and open-sourced an agent prototype that combines TRIZ algorithms, the n8n platform, and semantic patent search.