AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：arXiv:2608.21393v1 Announce Type: new Abstract: Running large language models inside enterprise environments has always bumped up against a practical wall: the data lives in one place, the AI horsepower sits somewhere else, and moving sensitive records between the two creates real headaches around latency, security, and regulatory exposure. IBM's Spyre accelerator PCIe inference card built for LinuxONE and the broader IBM Z family changes that equation. In this paper we lay out a six-subsystem RAG architecture that runs entirely on IBM LinuxONE, using Spyre for generative inference, the Telum II on-chip accelerator for lightweight classification tasks, and Red Hat OpenShift for container orchestration. Every piece of the pipeline from query intake through vecto…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：arXiv:2608.21382v1 Announce Type: new Abstract: Multiple-choice benchmarks fix the questions and the correct answers, but not the harness: the order of the options, the wording of the prompt, and whether a language model's answer is read from generated text or from per-option likelihoods. Work on this harness sensitivity reports it as aggregate score variance, leaving unexamined which items the variance falls on and whether they are the items that separate one model from the next. We treat the evaluation harness of large language models (LLMs) as an independent variable and resolve its effect to single items. We introduce the \textit{fragility grid}: 12 open-weight instruction-tuned LLMs from 4 families answer the same 3{,}679 items from 4 benchmarks (ARC, Hell…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：arXiv:2608.21379v1 Announce Type: new Abstract: Student burnout is highly prevalent in higher education, with reported rates ranging from 12% to over 70% and consistently exceeding those of the working population - yet it is typically identified only retrospectively, after academic decline has already occurred. A contributing factor is that students have little structured visibility into their own study behaviour, and existing productivity tools record activity without interpreting it. This paper presents RIACT (Record, Insight, Analyze, Coach, Track), a web-based application that combines structured study session logging with a hybrid AI architecture to surface personalized insights and early burnout signals. Students log sessions by location and time; the sys…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：arXiv:2608.21375v1 Announce Type: new Abstract: Heterogeneous agentic retrieval-augmented generation (RAG) systems increasingly orchestrate external APIs, internal databases, vector stores, and graph stores. Exposing all tool descriptions to an LLM agent, or selecting tools only by vector similarity, causes two costly failures: over-fetching, which increases payload size, token use, and latency, and under-fetching, which omits fields needed to answer the query. We present SchemaRouter, a lightweight routing layer that represents tools, endpoints, parameters, response fields, domain concepts, units, provenance, and license policies as a schema graph. Given a query, SchemaRouter emits an executable tool plan specifying which tools to call and which fields to retr…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：arXiv:2608.21374v1 Announce Type: new Abstract: Literature reviews are essential to scientific progress, but rigorously evaluating automatically generated reviews remains difficult because many aspects of research utility depend on expert judgment rather than reference-overlap metrics. We introduce LitReview Arena, a battle-style evaluation platform with a structured protocol tailored to literature review quality: domain experts with AI paper-writing experience compare anonymized drafts, are matched to topics within their expertise, and provide dimension-wise outcomes over five literature-review-specific criteria. From this protocol, we collect approximately 3k expert judgments, each containing five dimension-wise outcomes, and show that even the strongest curr…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：arXiv:2608.21372v1 Announce Type: new Abstract: This report summarizes the work conducted on the Game of Hidden Rules (GOHR), focusing on reinforcement learning agents trained to infer hidden rules from trial-and-error feedback, representation design, rule difficulty analysis, transfer learning, generalization, and pseudo-bot-assisted human learning analysis. The report focuses on the Transformer-based A2C framework, Feature-Centric and Object-Centric representations, experimental findings, and classification of human learning data.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：arXiv:2608.21366v1 Announce Type: new Abstract: Driven by massive amounts of web-scale data, generative AI (GenAI) has achieved remarkable progress, enabling various applications in diverse sectors. The advances of GenAI have actuated practitioners to use AI-synthesized data for training next-generation AI models. Undeniably, using synthetic data has alleviated the increasing stringent demand for data supply. Unfortunately, it also introduces a new critical issue: in a self-consuming cycle between model and data, the model ultimately collapse, raising more trustworthiness concerns to GenAI. In recent years, increasingly more studies have investigated the phenomenon of model collapse (MC) and explored potential solutions to mitigate it. However, the review of th…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：arXiv:2608.21363v1 Announce Type: new Abstract: A protocol is presented for recording the governance decisions of automated AI runtimes. When a runtime releases, blocks, defers, redacts, or escalates an individual output, AIREP records that decision as a single signed object that any party can check offline, independent of the runtime that produced it. A record carries the decision as one of a closed set of verbs under a stated policy basis, references its input, output, and evidence by hash rather than by value, and declares both what its evidence covers and what it does not. Records form a SHA-256 hash chain that binds each record to its position, so that tampering and gaps are detectable by recomputation. Vendor-, model-, and domain-specific content is confi…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：arXiv:2608.21362v1 Announce Type: new Abstract: Transformer-based large language models (LLMs) incur high prefill latency because key-value (KV) tensors must be recomputed for each request. Existing prefix-caching systems reduce this cost but require prompts to share a leading contiguous prefix, limiting effectiveness when shared content appears at arbitrary positions. We present KVBoost, a chunk-level KV cache reuse system for HuggingFace-compatible decoder models that enables reuse regardless of content position. KVBoost introduces a dual-hash keying scheme that separates positional identity (prefix hash) from content identity (content hash), supporting both exact and approximate cache matches. To address attention boundary errors from independently cached ch…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Published August 24, 2026 | Version v1.0.0 Software Open TsagaansuldNamnansuren/C2H2B6Be-Room-Temperature-Superconductor-Candidate: V1.0.0 Authors/Creators TsagaansuldNamnansuren Description First release Files Tsagaans…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：May 13, 2026 | AI and product innovation Thomson Reuters Standard for High Stakes AI As AI moves from experimentation into everyday professional use, a higher standard is required. Not all AI is used the same way, and i…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：An industry legend starts covering the inevitable!

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Facebook X Pinterest Linkedin ReddIt Email Print Copy URL Hot Chips 2026 IBM Z and LinuxONE Slide 36 Enterprise GenAI IBM took the Hot Chips 2026 stage to detail its future IBM Z and LinuxONE processors and the AI infer…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：You are browsing as a guest. Generating needs an account, so your image and its progress can stay attached to you. Sign in for 20 pixels Made by you. Rendered by everyone. Style Enhance Prompt 1 pixel Live Your generati…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Advertisement Singapore 'Just plain insulting': Sellers on Shopee and TikTok call out auto-generated AI ads that mislead customers In one AI-generated video on Shopee, a book by a Singapore author, which deals with them…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Revisited: Guardian journalist Michael Safi looks into the world of artificial intelligence, exploring the dangers and promises it holds for society Today in Focus is on a summer break and will be back with new episodes from 1 September. In the meantime, we are bringing you season one of Black Box, before the launch of season two in early September. This episode was first broadcast on 7 March 2024. For six months, the Guardian journalist Michael Safi has been trying to find out who is behind an AI company that creates deepfakes. These deepfakes are causing havoc around the world, with police and lawmakers baffled about how to deal with them. And in trying to answer one question, he has been left with a bigger one: is AI going to make it impossible to sort fact…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Bulgaria’s State Agency for National Security (DANS) said it located and neutralized a powerful jammer that was suppressing GPS frequencies across Sofia, including at Sofia Airport (SOF), in a joint operation with the C…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Generalist AI Inc., a startup that develops artificial intelligence software for robots, has reportedly raised $200 million in funding. Axios today cited a source as saying that 8VC led the investment. It was reportedly joined by a number of unnamed existing investors. Generalist’s previous $400 million round in June included the participation of Nvidia Corp., […] The post Robotics AI startup Generalist reportedly raises $200M appeared first on SiliconANGLE.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：A Russian attack drone that navigated and selected its target without intervention from a human pilot killed three civilians in southeastern Ukraine, according to an investigation published by The New York Times on Augu…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：In the first quarter of 2026, 13.0% of newly written agent skills were in a language other than English, and one quarter later it was 16.3%. That is three points in three months across 255,068 skills, with confidence in…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Guustaaf Damave Aug 20, 2026 Until now, technology has worked as a class equalizer. Almost anyone on the planet is connected to the internet and has instant access to a universe of information. It wasn’t that long ago t…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Alabama Attorney General Steve Marshall launched an investigation into OpenAI’s security procedures after one of its AI agents escaped a testing environment and hacked AI firm Hugging Face in July. OpenAI now faces a su…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Claude Desktop can now be configured to work with Ollama as a third-party gateway provider, making it possible to use open models in Claude.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Use the Admin plugin for ChatGPT Work and Codex to analyze workspace usage, manage members and permissions, adjust limits, and act on admin requests.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Unified multimodal models that understand, reason over, and generate interleaved text–image sequences remain structurally fragmented: existing approaches either sacrifice visual fidelity through discrete tokenization, impose structural asymmetry by combining causal text generation with iterative diffusion-based denoising, or degrade pretrained understanding when adapting vision-language models for generation. We observe that autoregressive normalizing flows are autoregressive Transformers—sharing the same causal mask, KV-cache mechanism, and left-to-right structure as LLMs—making them the most…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：OpenAI banned Russia-origin accounts using AI to promote a fake Israel-based think tank and a “sovereignty” index praising Russia and criticizing the West.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Table of Contents TL;DR The defining business moat of the 21st century, pure software, is rapidly collapsing as Generative AI drives the cost of code to zero, mirroring how Chinese industrial agglomeration already destr…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：The AI Discovery Gap - Google Docs Tab Share

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Nvidia Corp. is reportedly considering making another investment in the artificial intelligence search startup Perplexity AI Inc. A report by The Information says the chipmaker is holding talks with Perplexity over an investment that could push the startup’s valuation to more than $30 billion. That would represent a jump of more than 50% from the […] The post Nvidia reportedly eyes another investment in Perplexity AI at a $30B valuation appeared first on SiliconANGLE.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：AI is an undeniable force in software engineering right now. These tools are trivial to use: tell it what to do, and it does it. But as easy as these tools are to start using, they can be tricky to use well. This is a p…