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A Cartography of Open Collaboration in Open Source AI: Mapping Practices, Motivations, and Governance in 14 Open Large Language Model Projects

arXiv:2509.25397v2 Announce Type: replace Abstract: The proliferation of open large language models (LLMs) is fostering a vibrant ecosystem in artificial intelligence (AI). However, the methods of collaboration used to develop open LLMs, both before and after their public release, have not yet been systematically studied, limiting our understanding of how open LLM projects are initiated, organised, and governed, as well as the opportunities to further foster this ecosystem. We address this...

arXiv CS 5d ago

The European Union reveals details of its tech sovereignty package

The European Union reveals details of its tech sovereignty package New proposals will see the EU further invest in European startups and companies as it looks to strengthen its homegrown tech footprint. The European Commission has announced a new European Technological Sovereignty Package, designed to further reduce its reliance on foreign tech. The EU wants to focus on building out Europe's capacity in areas such as semiconductors, AI, cloud computing and open-source projects.

Engadget 7d ago

MX-SAFE: Versatile Inference- and Training-Proof Microscaling Format with On-the-Fly Exponent and Mantissa Bit Allocation

arXiv:2605.24391v2 Announce Type: replace Abstract: As the demand for deep learning grows, cost reduction through quantization has become essential for both training and inference. In 2022, the Open Compute Project (OCP) consortium standardized narrow precision formats for deep learning, called the microscaling (MX) format. The MX format is a hardware-friendly dynamic quantization scheme that effectively reduces the data size by sharing an 8-bit exponent across multiple operands.

arXiv CS 7d ago

Microsoft's open source tools were hacked to steal passwords of AI developers

Microsoft has cut off access to dozens of its open source projects hosted on GitHub as it investigates how hackers apparently breached the projects and injected password-stealing malware into the code. Many of the affected projects relate to Microsoft’s cloud service Azure and other tools used by developers to code with AI development apps, such as Claude Code, Gemini’s command line interface, and VS Code. According to security firm Cloudsmith and community-driven malware analysis site...

Hacker News 1d ago

Do Transformers Need Three Projections? Systematic Study of QKV Variants

Computer Science > Machine Learning [Submitted on 1 Jun 2026] Title:Do Transformers Need Three Projections? Systematic Study of QKV Variants View PDF HTML (experimental)Abstract:Transformers have become the standard solution for various AI tasks, with the query, key, and value (QKV) attention formulation playing a central role.

Hacker News 5d ago

If open source is to win, it must go public

arXiv:2507.09296v2 Announce Type: replace Abstract: Open source projects have made incredible progress in producing widely usable machine learning models and systems, but open source alone will face challenges in fully democratizing access to AI. Unlike previous generations of open source software, open source and open weight AI models require substantial resources to activate and maintain -- e.g., data and compute for pre-training, post-training, and deployment -- which only a few actors...

arXiv CS 8d ago

RhinoVLA Technical Report

arXiv:2606.07383v1 Announce Type: new Abstract: Vision-Language-Action (VLA) models have shown strong potential for robotic manipulation, but real-time deployment on edge hardware remains challenging. In this work, we identify VLM visual and context tokens as a major source of deployment latency: for GEMM-dominated projection operators, computation grows linearly with the number of input tokens when model dimensions are fixed. Motivated by this observation, we propose RhinoVLA, a...

arXiv CS 2d ago

GeoLibre 1.0

Cloud-native GIS platform A lightweight, cloud-native GIS platform for visualizing, exploring, and analyzing geospatial data. GeoLibre is built with Tauri, React, TypeScript, MapLibre GL JS, DuckDB-WASM Spatial, and deck.gl.

Hacker News 2h ago

Position: Sustainable Open-Source AI Requires Tracking the Cumulative Footprint of Derivatives

arXiv:2601.21632v4 Announce Type: replace Abstract: Open-source AI is scaling rapidly, and model hubs now host millions of artifacts. Each foundation model can spawn large numbers of fine-tunes, adapters, quantizations, merges, and forks. We take the position that compute efficiency alone is insufficient for sustainability in open-source AI.

arXiv CS 8d ago