News / #security Tag Security 500 articles archived under #security · RSS Sign in to follow r/LocalLLaMA community 8h ago The AI race: China's open-weight models trail US closed models by just 7 months Source: whatmodel.sh , an open source AI leaderboard I built (and launched here yesterday). Every point comes from published benchmark results: 22,113 of them across 987 benchmarks, from 1,011 sources, each one linked to where it was published. This chart uses data for the text… 35 r/LocalLLaMA community 10h ago Anthropic Executive Says Open-Source AI Models Are Higher Risk https://www.bloomberg.com/news/articles/2026-10-14/anthropic-executive-says-open-source-ai-models-are-higher-risk https://www.business-standard.com/technology/artificial-intelligence/open-source-ai-models-carry-more-cybersecurity-risks-anthropic-executive-126101400731_1.html… 25 Hacker News — AI on Front Page community 14h ago AOSP Source Releases Are So Late Developers Disassemble Libraries to Report Bugs Article URL: https://github.com/android/ndk/issues/2260 Comments URL: https://news.ycombinator.com/item?id=50083130 Points: 214 # Comments: 97 23 Simon Willison community 22h ago Redesigning source control at Anthropic Redesigning source control at Anthropic Interesting piece from Anthropic describing why and how they built their own custom alternative to Git, based on the dramatic increase in rate of changes to their code after the past six months. In May 2026, Anthropic averaged around 2,500… 8 The Information — AI news-outlet 22h ago OpenAI Eyes Startup Acquisition That Could Boost Cybersecurity Business OpenAI, which is trying to develop a substantial cybersecurity business, is in early talks to buy Trail of Bits, a startup that finds and fixes vulnerabilities in open-source software, according to people familiar with the matter. The size of the potential deal couldn’t be… 25 Hacker News — AI on Front Page community 1d ago Redesigning source control at Anthropic Article URL: https://www.anthropic.com/engineering/redesigning-source-control Comments URL: https://news.ycombinator.com/item?id=50073633 Points: 442 # Comments: 437 18 NVIDIA Developer Blog official-blog 1d ago NVIDIA Run:ai Is Now Open Source as Part of NVIDIA DSX AI Factory Platform Today, NVIDIA is making the full NVIDIA Run:ai platform available as open source software, giving customers, developers, and ecosystem partners access to... 32 The Information — AI news-outlet 1d ago Neocloud Prime Intellect Acquires Startup To Speed Up Inference Neoclouds and so-called inference providers that help app developers run open source models are trying to differentiate themselves in a very crowded market. For instance, one such neocloud, Prime Intellect , which was valued at $1 billion in an equity financing in July, is… 22 r/LocalLLaMA community 1d ago Built an open-source Cotypist/Granola hybrid: autocomplete on Gemma 4 E2B (~50 ms/suggestion on M4 Max) using your own meeting notes as context I built a desktop app harness that keeps local meeting notes and can use them to autocomplete my typing as well as complement my dictation with additional context via reading my screen or using the previous meetings notes. It's been a bit of a struggle to get it to work well and… 18 r/LocalLLaMA community 1d ago How far are we from a local model being able to optimize it's own runtime stack? A lot of projects have come up recently consisting of specific hardware config specialized forks of existing conferencing engines, but they all seem to be made using Claude or OpenAI's biggest frontier models. So given that open source is about 4-6 months behind, can we… 32 The Information — AI news-outlet 2d ago Trump Administration Plans to Move AI Testing Agency Officials to White House The small agency within the Commerce Department tasked with testing new AI models appears to be getting a refresh. In September, the Trump administration began the process of restructuring the Center for Advancing Innovation and Standards for Super Intelligence so that three of… 29 The Information — AI news-outlet 2d ago Trump Administration Plans to Move AI Testing Agency Officials to White House The small agency within the Commerce Department tasked with testing new AI models appears to be getting a refresh. In September, the Trump administration began the process of restructuring the Center for Advancing Innovation and Standards for Super Intelligence so that three of… 20 Simon Willison community 2d ago Hello Python 3.15, goodbye 3.10, and now I can use 3.11 Python 3.15 is here ! Here's the essential What's new in Python 3.15 guide, this year curated by 3.14 and 3.15 release manager Hugo van Kemenade. As someone who builds open source software that works in every supported Python version, I get to say goodbye to Python 3.10 and… 5 TechCrunch — AI news-outlet 2d ago WindBorne wins a hefty US Air Force contract for its balloon data A Silicon Valley startup that uses weather balloons and AI to predict the weather won a US military contract worth almost $50 million. 26 Simon Willison community 2d ago Profiling web-edit with Python 3.15: flame graphs and source heatmaps Research: Profiling web-edit with Python 3.15: flame graphs and source heatmaps I put the new Python 3.15 profiler through its paces by having GPT-6 Astra Extra High in Codex run it against my new web-edit app : I need a Python 3.15 flame graph and heatmap demo of the "web-edit"… 4 r/LocalLLaMA community 2d ago graphsignal-top: a `top` for inference GPUs in the open-source Graphsignal profiler, kernels ranked by time, live, with readable names A few weeks ago we posted the open-source Graphsignal profiler here: wrap vllm serve / sglang serve / whatever in graphsignal-run and it serves everything it measures as JSON, mainly so an agent can read it in a loop. Turns out we kept opening the JSON ourselves to see what the… 20 r/LocalLLaMA community 2d ago Building strata from source I can't find anything in the Docs. I see that the setup.sh file mainly pulls a big ass unaudited binary and, with all simpathy for the repo author, that's not going to run on my machine. I am sure the documentation is somewhere , but I can't locate it. (Yes, I could ask an LLM… 12 r/LocalLLaMA community 2d ago I made an open-source AI leaderboard that shows the best models your machine can run Hey everyone, I made whatmodel.sh To use it, Enter your RAM and GPU See what models you can run locally with its rank and the command to run it Compare them with API models on the same score Building it made me realise a 32GB Mac can now run a model that scores on-par with… 11 llama.cpp releases dev-tools 2d ago b11562 vulkan: fix buffer logging on 32-bit platforms after source split ( #3 … 30 arXiv — NLP / Computation & Language research 2d ago GeopoliticalQA: Benchmarking Retrieval and Generation over Intelligence Reports arXiv:2610.12617v1 Announce Type: new Abstract: Geopolitical and strategic intelligence reports constitute a rich source of expert knowledge and have increasing value in the current political climate, but their heterogeneity and analytical complexity pose challenges for… 35 arXiv — NLP / Computation & Language research 2d ago Unreliable Narrator Framing as a Cost-effective Mechanism for Satire Explanation of Australian and American Satirical News arXiv:2610.12863v1 Announce Type: new Abstract: Satirical news is a unique form of misinformation: it is intended to be humorous by the original publication source but can be misinterpreted. Explanation of satirical news articles is challenging because recent and local context… 30 arXiv — NLP / Computation & Language research 2d ago Neurograf v1: An End-to-End Romanian-First Language Model Family arXiv:2610.13134v1 Announce Type: new Abstract: We present Neurograf v1, an experimental end-to-end Romanian-first language-model pipeline developed to investigate the feasibility of training language models from scratch for a lower-resource European language. The pipeline… 38 arXiv — NLP / Computation & Language research 2d ago SharP: Soft and Hard Prompt-Guided Augmentation with LLM for Low Resource Fake News Detection arXiv:2610.13207v1 Announce Type: new Abstract: Fake news detection under low resource conditions is challenged by the scarcity of labeled data and the difficulty of capturing subtle deceptive patterns. In this work, we focus on low resource fake news detection, where only a… 6 arXiv — NLP / Computation & Language research 2d ago Host-Aware Web Crawling for LLM Pretraining Data arXiv:2610.13321v1 Announce Type: new Abstract: Web crawling is a major source of large language model (LLM) pretraining data, yet data-selection pipelines discard a large share of crawled pages. We investigate how a crawler should allocate its budget across and within hosts to… 17 arXiv — NLP / Computation & Language research 2d ago Error Rate is Not Enough: Costs of Augmentation in Low-Resource ASR arXiv:2610.13807v1 Announce Type: new Abstract: Data augmentation is standard practice for low-resource automatic speech recognition (ASR), but its benefits are almost always reported as aggregate error rates, leaving open why and when a method helps. On four low-resource… 18 arXiv — NLP / Computation & Language research 2d ago Task Context Shapes Component Roles in Language Models arXiv:2610.13895v1 Announce Type: new Abstract: Large language models reuse the same attention heads across tasks, but identifying these shared heads does not explain what they do differently in each task. A natural source of inspiration is task-dependent interactions among… 32 r/LocalLLaMA community 3d ago OpenMed 3.0 is out: Apache-2.0 clinical AI that runs fully local and never falls back to the cloud. 422 open issues if you want in on 3.1 Hey r/LocalLLaMA ! Maintainer here. Some of you might remember OpenMed from our 1.8 post a few months back. Quick recap: it's an open-source (Apache-2.0) medical AI toolkit with one rule we never break: patient data stays on your machine. No API keys, no cloud calls, works… 31 r/LocalLLaMA community 3d ago Imagine M5 Ultra + this: NVIDIA GeForce RTX 5060 runs macOS 15 with Metal 3 acceleration through unofficial driver   submitted by   /u/chemist_slime [link]   [comments] 13 r/LocalLLaMA community 4d ago No more RTX 5090 Nvidia reportedly halts GeForce RTX 5090 production in favor of AI data center and professional GPUs — impending supply drought expected to drive up prices, RTX 5080 24GB rumored as new gaming flagship… 4 r/LocalLLaMA community 4d ago Open-source Mac app that runs EmbeddingGemma 2 locally to search your files by what’s in them DigUp is a free Mac app that runs Google DeepMind’s new EmbeddingGemma 2 locally over your own files. The model puts text, images, audio and video in one space, so you describe what you remember and land on it: “zebra in a video” opens the clip at the moment it shows up “where… 10 Hacker News — AI on Front Page community 4d ago `123456' password used in Danish CPR data breach Article URL: https://cphpost.dk/2026-10-10/news/round-up/123456-password-used-in-massive-danish-cpr-data-breach/ Comments URL: https://news.ycombinator.com/item?id=50031269 Points: 221 # Comments: 135 26 r/LocalLLaMA community 4d ago Created laya : Now Introducing a new 800 Million Param physics-based typed decision model with 73k context and image support Around 3 weeks ago, I posted on this subreddit about how Jev used my one-year-old architecture, og post: https://www.reddit.com/r/LocalLLaMA/s/VpuMJt577S Then, just after that, I introduced Laya, the first open-source version of JEV, and it has reached a very large scale, thanks… 16 Hacker News — AI on Front Page community 4d ago Telegram Desktop vulnerability allowed any user's file to be stolen Article URL: https://beaksec.github.io/posts/telegram-desktop-one-click-account-takeover/ Comments URL: https://news.ycombinator.com/item?id=50029123 Points: 209 # Comments: 100 22 r/LocalLLaMA community 4d ago My "Anthropic/ChatGPT in a box" is... now open source and publicly hosted on Github. It's been a long time coming, and I should have done this in the first place. But LumaBrowser is now open source. Since I first released it a year ago, it's had several thousand installs and an absolutely tremendous amount of feedback. And it's come a long way. I don't call this… 17 Simon Willison community 4d ago Deno is joining Cloudflare Deno is joining Cloudflare The Deno team released the first version of celld back in August - their open source implementation of the Durable Objects pattern from Cloudflare Workers. Today, Cloudflare are acquiring Deno outright, with the goal of building on celld to "make… 7 r/MachineLearning community 5d ago Integrum - Reflection based MCP server from any Python Module/Library [P] Hi! I wrote a small library called Integrum that allows you to quickly create MCP server(s) from existing Python libraries or modules. It has a CLI so it is really easy to use (I hope!). It is open-source (MIT) and on PyPI, so sharing it here if somebody finds it useful. Code:… 13 r/LocalLLaMA community 5d ago GLM 5.3 Flash opensource @ the top of Artificial Analysis Cyber Index over Claude. It seems Dario's "too powerful for you users" strategy is paying off: we have two open models at the top of the leaderboard, surpassing every single model from Anthropic. Open source prevails. Even Mistral Large 4 is better!   submitted by   /u/LegacyRemaster [link]… 8 r/LocalLLaMA community 5d ago GitHub - google-ai-edge/ml-drift: GPU-Accelerated AI/ML Inference Blog Post : ML Drift: Next-Gen GPU AI/ML Inference at the Edge - Google Developers Blog The Google AI Edge Team is excited to announce the open-source release of ML Drift , our high-performance, cross-platform, on-device GPU compute engine specifically built for on-device AI/ML… 29 llama.cpp releases dev-tools 5d ago b11528 meta : handle host views ( #30217 ) meta : handle views of tensors allocated on the host A view shares the memory of its view_src, so ggml-alloc never allocates a view in the buffer of the split it lands in - the scheduler copies the source into the split and the ops that use… 21 arXiv — Machine Learning research 5d ago Controlled Acquisition and Abstention in Three-Channel Score Conflicts arXiv:2610.10808v1 Announce Type: new Abstract: When audio, video, and text disagree, accuracy alone does not show whether to acquire another source or abstain. We study these choices in a controlled three-score benchmark: a policy observes two signed scores, may request the… 5 arXiv — NLP / Computation & Language research 5d ago Language Models for Page-Level Layout Decisions in E-commerce Search arXiv:2610.10920v1 Announce Type: cross Abstract: E-commerce search pages are critical touchpoints for millions of online shoppers. While traditional search engines return a ranked list of results, modern E-commerce search pages increasingly incorporate recommender system… 14 arXiv — Machine Learning research 5d ago RH-Detect: A Unified Benchmark for Reward Hacking Detection arXiv:2610.10947v1 Announce Type: new Abstract: Reward hacking, where a model exploits an evaluation signal without completing the intended task, threatens the reliability of deployed language model systems. Existing datasets use different labels, response formats, and metadata… 16 arXiv — Machine Learning research 5d ago Transferability of Learned States in Neural PDE Solvers arXiv:2610.10972v1 Announce Type: new Abstract: Assessing useful reuse in neural PDE solvers is challenging: final accuracy can reflect source learning and target-time computation. Our reuse contract separates solution accuracy, learning contribution, and numerical utility… 4 arXiv — Machine Learning research 5d ago Budgeted Multi-Source Counterfactual Annotation for Off-Policy Evaluation arXiv:2610.10974v1 Announce Type: new Abstract: Off-policy evaluation (OPE) estimates the value of a target policy from logged data, but limited behavior-policy coverage can force high-variance reweighting or reward-model extrapolation. Counterfactual annotations can add… 38 arXiv — Machine Learning research 5d ago Cova-PINN: Cross-Domain Conservation Physics-Informed Neural Network for Fluid-Solid Conjugate Heat Transfer in Complex Geometries arXiv:2610.11108v1 Announce Type: new Abstract: Multi-domain physics-informed neural networks (PINNs) flexibly model medium-specific representations to solve fluid--solid conjugate heat transfer (CHT). However, standard multi-domain PINNs enforce governing equations and… 33 arXiv — Machine Learning research 5d ago Ranking Prior Alignment for Credit Risk Modeling: When Do External Priors Matter? arXiv:2610.11146v1 Announce Type: new Abstract: Cold-start credit scoring -- deploying models with scarce labeled data, weak features, or minimal capacity -- is a recurring problem in financial machine learning. When a new lending product launches, labeled default data is… 21 arXiv — Machine Learning research 5d ago Zatom-2: Multitask Pretraining on Atomistic Data for Generative Modeling across Domains arXiv:2610.11454v1 Announce Type: new Abstract: Unified atomistic modeling has the potential to accelerate discovery in chemistry, materials science, and biology by bridging data-rich chemical domains and data-scarce biological contexts. However, existing generative approaches… 5 arXiv — NLP / Computation & Language research 5d ago Fact over Fiction: Detection of Pathological Hallucinations in Sinhala-to-English Neural Machine Translation arXiv:2610.11389v1 Announce Type: new Abstract: Neural Machine Translation (NMT) models, while capable of producing highly fluent outputs, remain vulnerable to hallucinations, which are translations that are natural yet semantically unrelated to the source. This vulnerability is… 31 arXiv — NLP / Computation & Language research 5d ago Smoothing the Top-k Exposure Boundary for Sparse Mixture-of-Experts arXiv:2610.11575v1 Announce Type: new Abstract: Sparse Mixture-of-Experts models scale parameter capacity efficiently while maintaining a fixed compute budget per token. However, traditional training paradigms enforce a static choice of top-$k$ experts, which converts a… 4 arXiv — NLP / Computation & Language research 5d ago VFold: Symmetry-Aware Cross-Layer Value Cache Compression arXiv:2610.12338v1 Announce Type: new Abstract: While caching key-value (KV) states accelerates Large Language Model (LLM) decoding, this cache can dominate memory usage at long context lengths. One solution is to compress this memory by exploiting inter-layer cache… 5 Page 1 of 10 · 500 articles Older →