News / #security Tag Security 500 articles archived under #security · RSS Sign in to follow r/LocalLLaMA community 9d ago Infermeld: a Linux kit for running one GGUF across AMD + NVIDIA GPUs with llama.cpp Following on from club-5060ti and club-rdna16 , I’ve put together Infermeld : a small, open-source Linux companion kit for running one GGUF across an AMD GPU and an NVIDIA GPU, powered by llama.cpp. I’m the maintainer. This is an experimental v0.1.0 release , and I’m looking for… 24 TechCrunch — AI news-outlet 10d ago Google froze its open source bug bounty program due to a ‘significant rise’ in AI submissions AI slop seems to be overwhelming bug bounty programs. 32 r/LocalLLaMA community 10d ago LLM Inference Dashboard Working on a resource dashboard, rich logs, lightweight 64mb cap, all local, scales on network API endpoints via collector, supports multiple engines (llama, strata, custom cuda engines, unsloth, LMS) Not public yet, but curious if anyone would be interested? It’s better logging… 7 The Information — AI news-outlet 10d ago National Intelligence Director Jay Clayton Will Lead AI Task Force The Trump administration’s new AI task force plans to produce a report on the risks and opportunities of artificial intelligence within 120 days, according to an interview with the newly announced “AI czar” Jay Clayton on Saturday in the Wall Street Journal. Clayton also serves… 33 r/MachineLearning community 10d ago Nonobench: an open benchmark of 49 LLMs on nonogram puzzles, public and open source [P] Nonobench measures how well LLMs solve nonograms (picross). Each model gets the row and column clues once and returns the full grid. No tools, one attempt per puzzle. Method: - Standard mode: 30 puzzles from 5x5 to 15x15 (from the Nonograms dataset by Moyà-Alcover, CC BY 4.0). -… 22 r/LocalLLaMA community 11d ago Local Web Search Safety Hi all, How you guys handling safe deployment of websearch in Hermes, pi and other harnesses? Does anyone have a good uproars setup guide for local models? I tried to implement a sandboxed search system but it caused endless tool calls. Want to guard against prompt injection and… 15 r/LocalLLaMA community 11d ago The ultimate guide to multi-harness RL Hi folks, it's Lewis here from the post-training team at Hugging Face. We've been exploring how to train open models in different coding harnesses and wrote up a looong guide on how we solved this using open source libraries like TRL and the Harbor framework for RL environments.… 23 arXiv — Machine Learning research 11d ago Nous: Learning and Certifying Memory Decisions Before Source Calibration arXiv:2610.00094v1 Announce Type: new Abstract: Belief-based agent memory needs reliable decisions about current state, yet its evidence may be noisy, copied, or stale. Must a memory calibrate its sources before it can improve its decisions? We separate learning, calibration,… 33 arXiv — Machine Learning research 11d ago Attention Manifolds: Steering or Blocking Language Models by Editing Learned B-Spline Surfaces arXiv:2610.00257v1 Announce Type: new Abstract: In standard transformer attention, a source token sends the same value vector to every receiver. The query determines \emph{how much} to attend but not \emph{what} to extract. This work introduces \textbf{attention manifolds}:… 36 arXiv — Machine Learning research 11d ago NEUROTOKEN: Joint Source and Directional AAD with Envelope Decoding via Conditional Flow Matching arXiv:2610.00397v1 Announce Type: new Abstract: Identifying which speaker a listener is attending to in a noisy room -- the cocktail-party problem -- is the missing ingredient for next-generation hearing aids and brain-computer interfaces: it tells the device whose voice to… 29 arXiv — Machine Learning research 11d ago Metacognitive Reasoning in Energy Based Models using Instance Based Learning Theory arXiv:2610.00399v1 Announce Type: new Abstract: Metacognition involves reasoning about cognitive processes themselves. An example is in resource allocation where we choose how much time and effort to put into a reasoning task before we begin based on our confidence. Current… 35 arXiv — Machine Learning research 11d ago Source Identification Is Not Fitness Testing: Measuring the Limits of Synthetic-Data Attribution arXiv:2610.00417v1 Announce Type: new Abstract: Repeated training on model-generated data can degrade later models. One possible response is to use provenance when deciding which generated examples to reuse. We test both how reliably that provenance can be recovered and whether… 18 arXiv — Machine Learning research 11d ago One pool, many targets: a conservation layer and what archival data can identify arXiv:2610.00445v1 Announce Type: new Abstract: Pairwise guide--transcript scores do not enforce conservation of a finite guide-loaded RISC pool when they are interpreted independently as occupancies. We formulate a differentiable scalar equilibrium layer: one conservation… 11 arXiv — Machine Learning research 11d ago Denoising Surface: Modeling and Predicting Inference Cost for Diffusion LLM Serving arXiv:2610.00499v1 Announce Type: new Abstract: As diffusion large language models (dLLMs) become more capable, they are moving from research settings to real-world \textit{serving}, where request management (such as scheduling and resource allocation) relies on accurate… 23 r/LocalLLaMA community 11d ago DataInventor: an open-source replication of Adoption Lab's Invent a Dataset   submitted by   /u/asankhs [link]   [comments] 29 r/LocalLLaMA community 12d ago I made my own cybersecurity benchmark and ran Qwen3.8 27B, here's how a local model actually does at hacking Hey local AI community, I've been working on this for a while and finally feel ok sharing it. It's a cyber benchmark where the model gets a shell in an isolated docker box and has to find the exact flag. Pwn, web, crypto, rev, forensics, a few real CVEs and some multi-stage… 4 r/LocalLLaMA community 12d ago Apex Compute developing open-source Mesa Vulkan driver for their hardware   submitted by   /u/Fcking_Chuck [link]   [comments] 11 arXiv — Machine Learning research 12d ago LeanPolish: Verified Supervision for Lean Proof Compression arXiv:2609.38384v1 Announce Type: new Abstract: Verified proof edits offer a natural source of supervision for improving language-model-generated Lean proofs. Yet verification establishes that an edit is correct, not that its training signal is free of search artifacts. We… 11 arXiv — Machine Learning research 12d ago Flow Matching under Noisy Latent Structure: Beyond Exact Low-Dimensional Support arXiv:2609.38918v1 Announce Type: new Abstract: Flow Matching (FM) learns a velocity field whose ODE transports a simple source distribution to a target law. Existing finite-sample theory largely treats ambient-space regularity or data supported exactly on low-dimensional sets.… 7 arXiv — Machine Learning research 12d ago Synchronous Multi-view Neural Diffusion arXiv:2609.39019v1 Announce Type: new Abstract: Multi-view learning seeks to learn more comprehensive representations by exploiting the complementarity and consistency across diverse modalities or views. However, existing multi-view fusion strategies treat intra- and inter-view… 30 MIT News — AI research 12d ago 3 Questions: A new resource to empower young entrepreneurs Martin Trust Center Managing Director Bill Aulet introduces Dear Dreamer, a free platform for middle and high school students who want to learn about entrepreneurship. 13 r/LocalLLaMA community 13d ago Gufo performance .... 70tps Qwen 3.8 27b but you need to read the fine print. So everyone has been yelling about how I should be using Gufo instead of halogen because it's open source and it's "just as good or better". Checking in on their GitHub (GitHub.com/gufo-org/gufo) got me immediately .. "Qwen 27B Q4: 70.56 tok/s single user, 123 tok/s with 8… 19 Hacker News — AI on Front Page community 13d ago Clef: Open-source decision models, and new RL fine-tuning platform Article URL: https://blog.cloudflare.com/clef-decision-models/ Comments URL: https://news.ycombinator.com/item?id=49923692 Points: 246 # Comments: 92 18 r/LocalLLaMA community 13d ago Best OpenSource Claude Cowork alternative? Hey guys, Looking for an alternative for Claude Cowork : Project Work / Documents Integrations like Notion, Gmail, etc. Tools like Websearch, PDF creation, etc. Came over Eigent ( https://github.com/eigent-ai/eigent ) but cant find any actual reviews about it, what usually is a… 18 arXiv — NLP / Computation & Language research 13d ago StreamDecisionBench: Evaluating Decisions in Force on Evolving Language Streams arXiv:2609.38612v1 Announce Type: new Abstract: As natural language drives more applications, language models increasingly run inside programs as decision components: the program sends them the current state and acts on the returned decision until a newer one arrives. When… 7 arXiv — NLP / Computation & Language research 13d ago Uncovering Uncontrolled Repetition through Residual Stream Dynamics arXiv:2609.38802v1 Announce Type: new Abstract: Uncontrolled repetition can prolong autoregressive generation in large language models (LLMs) and enable resource consumption attacks. Prior analyses of repetitive generation have identified strongly activated features in… 9 arXiv — NLP / Computation & Language research 13d ago CATCH: A Controllable Analysis Testbed for Reward Hacking in Coding RL arXiv:2609.39533v1 Announce Type: new Abstract: During reinforcement learning with verifiable rewards (RLVR), large language models (LLMs) can exploit loopholes in their environments to obtain high rewards without improving the intended capabilities, i.e., reward hacking.… 34 arXiv — NLP / Computation & Language research 13d ago Zero-Compute Cross-Lingual Transferability Estimation Using Typological Feature Proxies arXiv:2609.39640v1 Announce Type: new Abstract: Cross-lingual transfer describes how knowledge in a source language benefits a target language. Measuring it quantitatively requires broad multilingual pre-training, as prior work has done with cross-lingual transfer matrices. We… 9 arXiv — NLP / Computation & Language research 13d ago Drift Inspector: Exploring and Measuring Scientific Drift with Atomic Contribution Claims arXiv:2609.39710v1 Announce Type: new Abstract: Scientific abstracts mix contributions with background, motivation, and meta-language, so tools that read them as-is cannot separate what a field produces from what it discusses. We present Drift Inspector, an open-source system… 8 r/LocalLLaMA community 13d ago Astrabox - Open source Arcade Game Generator Hey everyone! I’ve been working on ASTRABOX : an arcade interface where you describe a game, the AI builds it, and you can ask for changes by voice while playing. Each game gets its own visuals and gameplay, while a shared runtime handles controllers, scores, player joining,… 8 r/LocalLLaMA community 14d ago Open source inference engine (like LM Studio or Unsloth Desktop) that optimizes itself for your exact hardware. Compiles and tunes its kernels on your device, so open models run up to 2x faster than llama.cpp. Works on Apple Silicon, NVIDIA, AMD or nothing but a CPU.   submitted by   /u/paranoidray [link]   [comments] 34 The Information — AI news-outlet 14d ago DeepSeek Open-Sources Software Tools for Huawei AI Chips DeepSeek said Wednesday that it would open-source software tools that are customized for Huawei’s AI chips, as the Chinese AI firm steps up its efforts to use domestic semiconductors for training and running its models. The software tools include a Huawei-compatible version of… 33 r/LocalLLaMA community 14d ago Another Ling model comes out, same receipt, 2 weeks free to use, then open source. Chinese labs do contribute a lot to open source community Ling-3.1-flash: ~560B total params, ~25B active/token, up to 1M-token context. Across work, coding & healthcare: 1,673 Elo on GDPVal-AA v2.1, 75.16 on FrontierSWE, and 65.35 on HealthBench Professional.   submitted by   /u/Elouakili_Flexy [link]   [comments] 16 r/LocalLLaMA community 14d ago Ling-3.1-flash: ~560B total params, ~25B active/token, up to 1M-token context- Free trail for 2 weeks then open source   submitted by   /u/Muhlwa_Sholanke [link]   [comments] 11 MIT News — AI research 14d ago MIT Transit Lab to develop an AI platform for public transit agencies With $2.1 million funding from Google.org, the open-source Public Transit Intelligence Hub will unify public transit monitoring, operations, and passenger communication. 11 The Information — AI news-outlet 14d ago Alibaba’s AliExpress Tests Membership Program in Challenge to Amazon AliExpress, Alibaba Group’s international e-commerce site, is testing a new VIP membership program in some markets, as it tries to attract and retain high-spending customers in a challenge to Amazon , according to a person with direct knowledge of the efforts. The VIP program,… 16 arXiv — Machine Learning research 14d ago Position: Let's Strengthen Verifiability If We Can't Enforce Reproducibility arXiv:2609.35854v1 Announce Type: new Abstract: In the field of Machine Learning, many papers contain empirical results supporting claimed statements or illustrating the performance of a proposed method. However, most practitioners know that (1) results are generally hard to… 26 arXiv — Machine Learning research 14d ago Fair Policy Optimization in Major-Minor Weakly Coupled Markov Decision Processes arXiv:2609.36174v1 Announce Type: new Abstract: We consider fair resource allocation in sequential decision-making environments modeled as major-minor weakly coupled Markov decision processes (M2WCMDP). In this framework, resource constraints couple the action spaces of a major… 34 arXiv — NLP / Computation & Language research 14d ago From Lexical Baselines to Agentic Retrieval-Augmented Generation: Structured Skill and Responsibility-Level Extraction with the SFIA Framework arXiv:2609.35806v1 Announce Type: new Abstract: Automated skill extraction underpins workforce planning, yet most systems represent skills as flat labels with no notion of the responsibility level at which a skill is practiced. The Skills Framework for the Information Age (SFIA)… 30 arXiv — NLP / Computation & Language research 14d ago Almost Human, Except When It Matters: VoxParity and the Decisions a Voice Should Change arXiv:2609.35922v1 Announce Type: new Abstract: A voice agent can handle almost every call on the words alone and still fail the few its sector's rules were written for. Emergency-call standards, fraud guidance, radio phraseology and vulnerability rules recognise that how a… 37 arXiv — NLP / Computation & Language research 14d ago FinRT: Distilling Adaptive Red-Teaming Strategies into Reusable Adversarial Generators in Consumer Finance arXiv:2609.36474v1 Announce Type: new Abstract: In regulated industries like consumer finance, seemingly harmless user queries can exploit large language model vulnerabilities, triggering safety failures and pushing responses dangerously close to policy limits. Existing… 32 arXiv — NLP / Computation & Language research 14d ago MultiTalk: Scaling Full-Duplex Speech Models to Long, Multi-Party, Bilingual Conversation arXiv:2609.36903v1 Announce Type: new Abstract: End-to-end full-duplex speech models have brought open-source machine conversation closer to human-like interaction, yet existing systems remain limited in two intertwined dimensions: long-context robustness and multi-party… 38 arXiv — NLP / Computation & Language research 14d ago Benchmarking Automatic Speech Recognition Tools for Iberian Languages arXiv:2609.36920v1 Announce Type: new Abstract: Comprehensive evaluations of automatic speech recognition (ASR) for Iberian languages remain limited, and low-resource languages, biases, and efficiency trade-offs are underexplored. We benchmark eleven systems, ten open-weight… 38 arXiv — NLP / Computation & Language research 14d ago What Does Post-Training Change in Multilingual Reasoning? arXiv:2609.37104v1 Announce Type: new Abstract: Open-source reasoning models provide unequal access to reasoning capability across languages. When a model can solve a problem but cannot deliver a complete solution in the user's language, language becomes an access barrier rather… 30 Simon Willison community 15d ago Quoting Anthropic Frontier Red Team We evaluate several models on 100 tasks from the [internal Binary Exploitation benchmark] (selected at random), and find that GLM-5.3 develops full control flow hijacks in 4% of the trials; Claude Mythos Preview did so in 6%. Although GLM-5.3 performs below Claude Mythos Preview… 15 NVIDIA Developer Blog official-blog 15d ago AI Native by Design: Lessons Learned from Building NVIDIA TensorRT Model Connect Parallel work, model-family isolation, reversible changes, and GPU-backed validation shaped an open source project designed around coding agents NVIDIA TensorRT... 16 Ars Technica — AI news-outlet 15d ago Here's what actually happened in OpenAI's Australian gov't server hack Without a "full set of safeguards," agent accessed "system information and source code." 20 r/LocalLLaMA community 15d ago Thanks to you r/LocalLLaMA, my mom was able to use my app! The open-source app that can watch your screen and trigger actions. It is now easy to use, thanks to your feedback. TL;DR: I'm a solo dev who wanted a simple, private way to have local LLMs watch my screen and do simple logging/notifying. After a year of building, I released v3.0.0 and my mom was able to use it for the first time and I wanted to say thank you! Hey r/LocalLLaMA , What is it… 9 Hacker News — AI on Front Page community 15d ago PS5 Relapse Exploit Article URL: https://github.com/ntfargo/Relapse-Exploit Comments URL: https://news.ycombinator.com/item?id=49895304 Points: 235 # Comments: 129 20 Hugging Face official-blog 15d ago Getting the Source Right, Not Just the Fact: Source-Aware Verification for MCP Agents Back to Articles a]:hidden"> Getting the Source Right, Not Just the Fact: Source-Aware Verification for MCP Agents Team Article Published September 29, 2026 Upvote 4 Antonio Tiene AntonioTN MultiverseComputingCAI Ander Alvarez Sanz ander-alvarez MultiverseComputingCAI Oliver… 5 Page 3 of 10 · 500 articles ← Newer Older →
