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ANTALYA, Turkey—Amid upbeat green-tech pep talks and notices for happy hours at the annual United Nations COP31 climate change conference on Thursday, two new reports offered a stark reminder of how far the world remains from containing…
Perplexity has released two new "decision models." These are general-purpose classifiers built from generative LLM backbones. You give them an input (the "state") and one or more questions, and they return a probability distribution over…
submitted by /u/OldEffective9726 [link] [comments]
Hi Everybody, I am just writing to share some progress I have made on my project. I am the creator of BULaMU, a family of language models (20M, 47M, 110M) trained completely from scratch for a low resource language: Luganda. The models are…
Welcome to Edition 9.19 of the Rocket Report! Will something historic happen this weekend? No orbital rocket has ever been fully recovered with the intent of reusing all of its components. But that's just what SpaceX is going to try to do…
I love a good Zone 2 ride . There’s nothing like getting on the bike, settling into a groove, and letting the miles (and hours) flow by. But sometimes when I hopped on the Specialized Tarmac SL9 S-Level, Zone 2 would turn into a tempo…
DiffusionGemma, a text diffusion model built on a Gemma 4 backbone, can be adapted into a shitty image generation model. Maybe the ship sank? You may be asking yourself, "WTF, why would you want to do that?" And you would be right to ask.…
I gave Claude Code, OpenCode, GitHub Copilot Desktop, Pi, and Codex the same prompt to build a looping pixel-art Halloween diorama. I pointed all five at the same local model, Qwen3.8 Flash Next (Unsloth UD-Q4_K_XL) , served by Halogen.…
Des agents IA qui prennent le contrôle de votre ordi, y'en a tellement qu'on ne sait plus lesquels sont bons, mauvais ou sans intérêt. Je vous en ai même présenté quelques-uns comme ByteBot et en général, la méthode habituelle pour faire…
submitted by /u/AlexeyAnshakov [link] [comments]
Google Cloud has released TPU Sync , an open-source C++ library for moving KV caches and model weights on Cloud TPUs. The Google TPU Sync KV cache transfer library treats TPU HBM, host DRAM, shared storage and the data center network as…
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Google has released Gemini 4 Hydrogen , a fast model for coding and agentic work. Gemini 4 Hydrogen is a proprietary model from Google DeepMind built for everyday agent loops. It sits below the frontier models Gemini 4 Carbon and Gemini 4…
Hi r/LocalLLaMA , we're releasing Boole-32B-A2.5B-Preview, an early 1.8-bit version of Recursive's flint . With mixed-precision quantization, expert pruning, and custom kernels (kernel changes in attached figure), we made the model 9x…
llama.cpp is now 1.0.0 (maybe there will be some additional announcement? I couldn't find it now) submitted by /u/jacek2023 [link] [comments]
A homeowner pays a bogus seller but still gets the dumpster they ordered. When the stolen-card charge is reversed, the rental broker can be left with the bill for hauling and disposal. A cardholder calling about an unfamiliar charge can…
Gen Z grocery shoppers want a quick checkout and the freedom to use their preferred payment method. They are also more than twice as likely as baby boomers and seniors to put the value they get from paying first. Twenty-three percent of…
Credit unions and industry partners can work together to understand where digital assets could be useful, Velera SVP, Emerging Services Scott P. Young writes in a new PYMNTS eBook, “Payments Leaders Rethink What Works in 2026.” At the…
Small businesses are finding room to take on more work without adding staff, and their artificial intelligence-related staffing decisions more often involve a hire they didn’t make than a worker they let go. The PYMNTS Intelligence report…
submitted by /u/Independent-Wind4462 [link] [comments]
I want a new Gemma https://x.com/OfficialLoganK/status/2121115028447531353 submitted by /u/jacek2023 [link] [comments]
The EcoDataCenter in Sweden: There are two key measures of datacentre performance. One is carbon usage effectiveness (CUE): the carbon emissions for each kWh of energy consumed. The average for US datacentres is 414g CO2/kWh, the European…
A quick update on my Strata EXL3 fork for AMD. I've been working on the HIP kernels and memory management, and decode performance is now roughly 10-20% higher than the previous version, depending on the quant and workload. Some cases…
mi50 is roughly 1.5x cheaper submitted by /u/Gold-Produce9591 [link] [comments]
We aren't any closer to solver alignment, so wouldn't singularity lead to the high chance of (p) doom and human extinction? What are your hopes regarding alignment? submitted by /u/ImproveOurWorld [link] [comments]
Hey guys, I wanted to share a small experiment I made - This is basically Wispr Flow, except it's offline and uses Parakeet - works in any app as well. I was pretty surprised by the speed and how usable it turned out to be when I first…
arXiv:2611.13607v2 Announce Type: replace-cross Abstract: Byte-level BPE fragments Chinese text (for Qwen3.8 on Chinese Wikipedia, 3.84 bytes per token on average; 64% of tokens are single characters) and hides spelling from the model. We…
arXiv:2611.13382v2 Announce Type: replace-cross Abstract: Decision making in multi-robot systems often involves discrete decision variables, leading to NP-hard combinatorial optimization problems that must be solved within seconds for near…
arXiv:2611.13219v2 Announce Type: replace-cross Abstract: Causal mediation analysis decomposes a treatment effect into indirect pathways through mediators and direct pathways through other processes. Tabular foundation models perform…
arXiv:2611.12737v2 Announce Type: replace-cross Abstract: Deploying large language models in regulated industries requires more than picking the fastest inference engine: it requires evidence that a configuration meets contractual and…
arXiv:2611.12109v2 Announce Type: replace-cross Abstract: During reinforcement learning, experience can be both internalized in LLM parameters and retained externally as reusable textual skills. Parameter updates alter the model's behavior…
arXiv:2611.10292v3 Announce Type: replace-cross Abstract: Large language models (LLMs) are increasingly explored for resource management across the Cloud-Edge continuum. However, embedding LLMs directly inside latency-sensitive control…
arXiv:2611.09670v2 Announce Type: replace-cross Abstract: Robots increasingly plan by searching against a reward model learned from human preferences; we measure what this search does to the true objective. On HalfCheetah and Hopper with…
arXiv:2611.08439v3 Announce Type: replace-cross Abstract: Typed-decision models score options that the caller supplies at request time, so their accuracy depends on label wording that the model's developer does not control. We compare two…
arXiv:2611.06504v2 Announce Type: replace-cross Abstract: Multilingual benchmarks for African languages mostly translate generic questions into local languages, measuring linguistic competence but not whether models know facts about…
arXiv:2611.05355v4 Announce Type: replace-cross Abstract: When a language model answers, we can usually only estimate why. We build a transformer in which every nonlinearity is a quadratic detection - an interference, a balanced reading or…
arXiv:2611.03093v2 Announce Type: replace-cross Abstract: Claim verification is the task of deciding whether a source text supports a claim, contradicts it, or lacks sufficient evidence. Natural Language Inference (NLI) models can judge…
arXiv:2611.02627v2 Announce Type: replace-cross Abstract: Simulation-trained generative models are emerging as a powerful framework for field-level inference in cosmology, particularly in strongly nonlinear regimes where analytical…
arXiv:2610.41405v2 Announce Type: replace-cross Abstract: Conditional generation of time-series paths is a central problem in probabilistic modeling, where the goal is to simulate future trajectories that are both realistic and responsive…
arXiv:2610.38694v2 Announce Type: replace-cross Abstract: Packing a 3D field into a token sequence gives every token two indices: a coordinate in the sample and a position in memory. Raster, Morton, and block-contiguous layouts change the…
arXiv:2610.35748v2 Announce Type: replace-cross Abstract: Model selection and hyperparameter tuning pose a central challenge in off-policy evaluation (OPE) because estimation errors in fitted $Q$-functions and occupancy ratios cannot be…
arXiv:2610.34390v2 Announce Type: replace-cross Abstract: In this paper, we consider multiblock nonconvex and nonsmooth optimization without assuming bounded iterates or coercivity of the original objective. We propose the Controlled Block…
arXiv:2610.32955v4 Announce Type: replace-cross Abstract: Personal email agents decide, for every message, its type and urgency and whether to draft a reply, create a task or ignore it. In production these decisions are delegated to a…
arXiv:2610.29922v2 Announce Type: replace-cross Abstract: As LLMs are increasingly deployed in value-sensitive contexts, aligning them with human values has emerged as a post-training objective in NLP, aimed at instilling additional values…
arXiv:2610.28910v3 Announce Type: replace-cross Abstract: Natural direct and indirect effects are defined through cross-world interventional counterfactuals. We propose an alternative construction based on backtracking counterfactuals.…
arXiv:2610.20229v2 Announce Type: replace-cross Abstract: We investigate the minimal width of deep neural networks that can approximate all continuous functions from $\mathbb{R}^n$ to $\mathbb{R}^m$ in the topology of uniform convergence…
arXiv:2610.19766v2 Announce Type: replace Abstract: Although Artificial Intelligence (AI)-based Intrusion Detection Systems (IDSs) are increasingly deployed in operational networks, their dependence on large-scale training data introduces…
arXiv:2610.19323v2 Announce Type: replace-cross Abstract: Recent advancements in topic modeling have split into two main paths: efficient embedding-based methods that offer scalability but are often outperformed on standard clustering…
arXiv:2610.18594v2 Announce Type: replace-cross Abstract: This paper proposes an Autonomous Cyber Operations (ACO) gym, a unified framework integrating high-fidelity network emulation, realistic user behaviour modelling for benign network…
arXiv:2610.15953v2 Announce Type: replace-cross Abstract: Small area estimation (SAE) traditionally borrows strength across domains through a prespecified working model. We introduce small area learning (SAL), a novel learner-agnostic…
arXiv:2610.12421v2 Announce Type: replace-cross Abstract: Dense correspondence matching has historically been bounded by simplifying spatio-temporal priors, such as smooth motion and rigid geometry. While effective for classical tasks…
arXiv:2610.11482v2 Announce Type: replace-cross Abstract: Context: Large language model (LLM) agents are increasingly used as software and data-engineering assistants, yet evidence about locally deployable open-weight agents remains…
arXiv:2610.09505v3 Announce Type: replace-cross Abstract: We develop a bias-aware digital-twin calibration and control framework for multiscale bioprocess models within a biological systems-of-systems (Bio-SoS) paradigm. The digital twin…
arXiv:2610.07594v3 Announce Type: replace-cross Abstract: Humanoid household manipulation requires the arms to act while the body balances, steps and changes posture. We present BiGym 2.0, an adaptation of BiGym for the Unitree G1 across…
arXiv:2610.04543v2 Announce Type: replace Abstract: Quantum key distribution proves its protocol secure and says nothing about the hardware beneath it, so military and government operators fielding it for command-and-control keys monitor…
arXiv:2610.02665v2 Announce Type: replace-cross Abstract: Despite the success of discrete diffusion language models (dLMs) for fast parallel decoding, their non-smooth, high-dimensional space hinders trajectory steering for reasoning and…
submitted by /u/VariationLivid3193 [link] [comments]
they do not even know if she was a spy, a year after this chase is going on about her, Jensen should not have resigned! from that article: The FBI has been investigating Huang’s affair for at least a year. But Attorney General Todd Blanche…
Between GPT-6 Luna Max (28) and Claude Haiku 5.5 High (30). Comparing to other Qwen 3.8, the model is closer to max (34) than to 27B (20). https://artificialanalysis.ai/models/qwen3-8-flash-next submitted by /u/lionellee77 [link] [comments]
An internal post urging the board to consider employee sentiment about Nvidia’s former CEO has drawn more than 1,600 comments, the majority in full support of reinstalling him.
I guess a lot of sellers are realizing that its better to price competitively and get rid of their supply rather than wait to slowly sell and potentially get caught in a collapse. Rubin and blackwell are already 3-4x more efficient per…
submitted by /u/BrightCandle [link] [comments]
Kalshi is in talks to raise money at a $65 billion valuation, Bloomberg reported Thursday (Nov. 12). That’s 62.5% above the $40 billion valuation Kalshi secured in late October, when it announced a $1 billion round that had been expected…
submitted by /u/Charuru [link] [comments]
Shipping giant A.P. Moller-Maersk disclosed Wednesday (Nov. 11) that an unauthorized party accessed and extracted data from a legacy IT system inherited through a previous acquisition. Maersk has not reported a companywide compromise, but…
submitted by /u/SnooPeripherals5313 [link] [comments]
Artificial intelligence (AI) is making software cheaper to build. But the changing cost of deploying software hasn’t brought down the expenses of securing it. A Tuesday (Nov. 10) blog post from cybersecurity firm Claroc reported that over…
The frontier changed hands again this week. Anthropic’s Claude Fable 5.2 moved past Google’s Gemini 4 Carbon on the Artificial Analysis Intelligence Index, the independent scorecard both companies cite. Meta went the other direction with a…
Patients call a hospital to move an appointment, refill a prescription or ask about a bill. At MUSC Health, those calls frustrated patients and strained staff. The Medical University of South Carolina’s health system now sends them first…
Hey everyone, Not a native speaker, but I write everything by hand. Please correct my grammer if there are any issues! Can only learn from it. Background A long-term project I've had was getting my netbook up and running for basic LLM use.…
With Jensen out at NVIDIA, the "local AI is dangerous" narrative picking up steam, the possible ban on Chinese models, and hosted models locking down RE/cyber work, I'm starting to think about a worst case where Chinese weights get banned…
Small businesses showed more interest in using artificial intelligence to keep track of their bills than in using it to pay them. In a PYMNTS Intelligence and Velera survey of 2,474 small and mid-size businesses, 31% wanted AI from their…
Has anyone been experimenting with ablated or uncensored variants of open-source models like DeepSeek V4.1 Flash, Qwen 3.8 27B, or GLM 5.3 flash? It's so refreshing to have models that just do whatever you ask them to do without having to…
KittenML just released inferencekit , a free opensource plugin to turn coding agents(Claude Code, Codex, OpenCode) into inference engineers for your hardware. Most models ship with inference tuned for whatever hardware the authors used…
context : Nvidia buy HF, but now there uncertainty about it hf future under new leadership, he try reassurance people on x, but from his word itself sound not good, see and wait, but better backup you favorite datashet/model (again) just…
submitted by /u/141_1337 [link] [comments]
U.S. Bank plans to add 60 roles to its middle market banking team nationwide over the coming months, the bank said Thursday (Nov. 12). The bank plans to hire relationship managers, business development executives and specialists, including…
The Securities and Exchange Commission (SEC) is modernizing its ability to detect financial misconduct. That normally wouldn’t be news, except that so many U.S. companies haven’t modernized their own ability to perform financial workflows.…
Imprint has raised $130 million at a valuation of about $1.9 billion. The bet is that brands will need their own payment cards to hold on to customers as artificial intelligence agents take over more of the shopping. The New York company…
From about February 2026 to July 2026, I spent an immense amount of time building a legal harness to make Claude more predictable. It worked well. I tried to build the same thing that ran local models. That did not work. And then Opus…
Hi everyone! I'm trying to make a Qwen 9B legal agent , and I've hit a weird problem with complex court-decision summaries. I also ran four parallel LoRAs as diagnostics , so that might interest you all too. (lowkey some of you might…
In a significant update to its guidelines for prostate cancer screening, the American Cancer Society is now recommending that men get routinely screened for prostate cancer with a PSA (prostate-specific antigen) test. Men at average risk…
edit: I am a moron with reddit formatting hang tight I've been tracking ebay listings that ship to the US for the GPUs people here actually buy, ranked by $/GB of VRAM. here's today's snapshot: Card Low end US-only low end Low-end $/GB…
submitted by /u/Expensive_Try_3028 [link] [comments]
Liquid AI has released LiquidCodec , the audio codec behind its LFM3-Audio-2B and LFM3-Omni-2B models. The LiquidCodec audio codec is a ~74M-parameter streaming speech tokenizer. It turns speech into tokens a language model can predict…
submitted by /u/FateOfMuffins [link] [comments]
The US government has expanded the use of an AI tool for advising air traffic controllers to assist in managing air traffic across the entire national airspace system. Airline executives have voiced support for the rollout, but the US…
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Today, Amazon announced that SGLang-Neuron is publicly available and can be accessed through an AWS Deep Learning Container, released by RadixArk in collaboration with Annapurna Labs. With SGLang-Neuron, you can serve models and generate…
Slide taken from the IPO Roadshow movie around minute 24. Source: Anthropic’s Initial Public Offering submitted by /u/elemental-mind [link] [comments]
Nvidia founder Jensen Huang was having a separate affair with an employee that has not been previously reported, Reuters reported on Thursday. Huang stepped down as CEO and board member for the company earlier today, in the wake of news of…
At Natera , a leader in cell-free DNA (cfDNA) testing, keeping lab instruments up and running is critical, because equipment downtime disrupts sample processing. Natera’s lab engineering team, led by Ariel Jirau worked with AWS to build…
Most AI coworker products are vendor locked. They pick the model, host the data, and write the rules. CopilotKit is taking the opposite route. OpenBot 1.0 , was released November 9th, an MIT-licensed , self-hostable agent workspace. What…
Sales and marketing software company HubSpot has announced a “refounding” as it wrestles with an artificial intelligence (AI)-centric world. The company announced Thursday (Nov. 12) that it is replacing its chief executive officer and…
Most coding benchmarks feel like textbook coding tasks or black boxes — either easy to benchmaxx or full of hidden tasks with unclear evaluation criteria. And most of them get irrelevant with each new model generation because all of the…
submitted by /u/Formal-Narwhal-1610 [link] [comments]
Your Amazon Bedrock inference bill can keep climbing after you tune prompts and application logic. Request-level choices can still change how many tokens the service processes and the rate applied to them. Cache duration, service tier…
Anthropic is adding Claude directly to video calls. Claude Meetings joins Google Meet sessions and creates documents, whiteboards, and meeting notes in real time. The feature launches in beta for Team and Enterprise plans, with more…
submitted by /u/Snoo26837 [link] [comments]
Me included. submitted by /u/Gold-Produce9591 [link] [comments]
If you're asking what this leaderboard is, it is not AA, it is simply an aggregate index for "Agentic Coding" along 12 coding-related benchmarks (note that the AA index includes only 2 coding benchmarks: Terminal-Bench 4.0, FrontierCode-AA…
It's immune to honeypots! submitted by /u/Gold-Produce9591 [link] [comments]
It hasn't been confirmed as an AI attack, but I am predicting that it will be discovered to be. submitted by /u/theimposingshadow [link] [comments]
Built primarily on OpenAI models, Amplitude’s proactive product agent, Wave, identifies what to build, helps teams ship changes with coding agents, and measures the impact.
Drone and missile strikes have inflicted unprecedented damage on data centers in Eastern Europe and the Middle East this year, disrupting cloud services for millions of people and permanently deleting some Amazon Web Services customer…
Google's Gemini 4 Hydrogen replaces the Flash series, but benchmarks suggest it also makes the pricier Argon obsolete. On the independent Artificial Analysis Intelligence Index, Hydrogen nearly matches Claude Sonnet 5.5 for less money but…
So, you think you're an Elder Scrolls superfan? You say you've been there since The Elder Scrolls Arena on MS-DOS and have logged hundreds of hours in The Elder Scrolls Online ? You say you've bought all of the roughly 5,000 re-releases…
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Generative AI spend is hard to attribute. Before an organization expands AI access, CFOs and CTOs usually want three answers: what do we spend per person or per team, can we cap it, and how much work does it take to get there. In our…
Google is continuing its elemental AI naming scheme with the new Gemini 4 Hydrogen . These names are less descriptive than the Pro/Flash monikers of earlier releases, but Hydrogen's purpose is clear: It replaces the faster, more economical…
Ukraine President Volodymyr Zelenskyy said today that Starshield has again been disabled on fast-moving drones in Ukrainian territory occupied by Russian forces, and that the US has provided "very little" information about the return of…
If you look online or work at any corporate job you will see that Microsoft office and services have been down the past hour. Microsoft subbreddits like r/outlook are going crazy. This just goes to show how quick a smart AI can/could shut…
CHICAGO—Families joined protests in seven cities nationwide on Wednesday, rallying against what they see as Google’s bid to entrench its AI models in schools, turn kids of all ages into Gemini guinea pigs, and hook them on AI. The backlash…
Part 1 of this series built the operating model that controls Amazon Bedrock spend: attribution with AWS Identity and Access Management (IAM) principal tags and Cost and Usage Report 2.0, observability with model invocation logging…
Developers want AI coding assistants with minimal setup. With a large language model (LLM) gateway and LiteLLM, they can quickly access foundation models (FMs) available on Amazon Bedrock while you gain visibility and usage control.…
We caught the first trailer for the upcoming Netflix animated film Ray Gunn in September and were charmed by director Brad Bird's blend of a Jetsons-like future with classic 1930s noir detective thrillers. Bird has described it as a mashup…
