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Report 2026-03-18 481 sources Input Tokens: 231,020 · Output Tokens: 4,919 · Total Tokens: 237,556

AI 戰情報告 (2026-03-18)

openaianthropicnvidiagooglemicrosoftamazonvercel gpt-5.4-nanogpt-5.4-miniclaude-4.6nemotron-3qwen-3.5 agenton-device-aisecuritysub-agentsmcpgovernment-ai

AI 戰情報告 (2026-03-18)

昨日 AI 重點新聞

OpenAI 發表 GPT-5.4 Mini 與 Nano:鎖定「子代理」大規模應用 ref-14, ref-165, ref-173, ref-426

OpenAI 正式推出針對高吞吐量、低延遲場景優化的 GPT-5.4 Mini 與 Nano 模型。其中 Nano 版每百萬 token 僅需 0.2 美元,性能卻超越了去年的 GPT-5 Mini,標誌著 AI 應用正式進入「子代理 (Sub-agent)」時代。Notion AI 等合作夥伴已開始利用這些小模型處理代碼搜索、文件格式化等特定任務,將複雜邏輯留給旗艦模型,以極大幅度降低運算成本。

Anthropic 遭美國國防部列入供應鏈風險,司法部介入調查 ref-68, ref-87, ref-94, ref-161, ref-320

美國國防部 (DOD) 正式將 Anthropic 標記為「不可接受」的國安風險。主因是 Anthropic 堅持其「AI 安全紅線」,DOD 擔心若軍方行為觸發這些紅線,Anthropic 可能會在作戰期間突然禁用技術。此舉已引發 Anthropic 的法律反擊,同時也導致軍方開始尋找如 OpenAI 或 xAI 等更願意配合軍事需求的替代方案。

Nvidia 黃仁勳:OpenClaw 是代理時代的 ChatGPT 瞬間,並預測 1 兆美元營收 ref-29, ref-55, ref-116, ref-438

在 GTC 2026 主演講後,黃仁勳大力稱讚開源代理框架 OpenClaw,認為它將改變軟體架構,每個企業都應具備其專屬的 OpenClaw 策略。Nvidia 同時發布了 NemoClaw 安全堆疊,旨在解決開源代理在本地端執行的資安問題。黃仁勳重申 2027 年 AI 晶片需求將衝破 1 兆美元,且推理 (Inference) 任務將佔據絕大份額。

Amazon 與 OpenAI 達成 500 億美元協議,進軍機密政府雲端 ref-23, ref-49, ref-126, ref-332, ref-404

OpenAI 與 Amazon AWS 達成深度合作,將其尖端模型(包含 GPT-5.4 旗艦版)部署於 AWS 的政府專用雲端。此合作打破了微軟長期以來對 OpenAI 模型的「獨家託管權」,讓 OpenAI 能直接接觸美國政府的機密工作負載,這也是應對 Anthropic 被軍方列入黑名單後的市場填補策略。

Google 個人化智慧 Personal Intelligence 全面落地免費帳戶 ref-52, ref-215, ref-276, ref-316, ref-319

Google 宣佈其最強大的個人化功能 Personal Intelligence 現已對全美免費 Google 用戶開放。使用者可直接在 Chrome 或 Gemini App 中連接 Gmail、Google Photos 與雲端硬碟,讓 AI 根據使用者的個人日程、信件與生活照片提供高度客製化的建議。這被視為 Google 鞏固其生態系護城河、對抗獨立 AI 代理 App 的關鍵一手。

微軟 Copilot 團隊大改組:合併消費者與商業端,追求模型自主化 ref-28, ref-349, ref-353

微軟 宣佈重組 AI 部門,將散落在不同產品線的 Copilot 開發團隊進行大一統。最受關注的變動是 Microsoft AI 執行長 Mustafa Suleyman 將不再直接管理消費者產品細節,轉而專注於研發微軟自家的「基礎模型」,顯示微軟正積極降低對 OpenAI 模型的依賴。

代理資安風暴:首個自我傳播代理蠕蟲 ClawWorm 與 DNS 數據外洩漏洞 ref-268, ref-469

學術界與資安公司發布聯合警告,發現首個專為 AI 代理設計的蠕蟲 ClawWorm。該蠕蟲能利用 OpenClaw 的通訊協議,在 Agent 處理郵件或訊息時自動感染對方的 Agent 配置。此外,BeyondTrust 揭露 Amazon Bedrock 的代碼解釋器環境可透過 DNS 查詢 實現遠端代碼執行 (RCE) 與敏感數據外洩,突顯了代理自主權與數據邊界的衝突。

開發工具進化:Vercel Plugin 與 LangChain Open SWE 推向市場 ref-343, ref-398

Vercel 推出針對 Claude Code 的專屬插件,允許 AI 代理讀取完整的平台知識圖譜以優化部署。LangChain 則開源了 Open SWE 框架,該框架效仿 Stripe 與 Coinbase 的內部實踐,提供一套完整的工具讓企業能安全地部署具備文件讀寫能力的工程代理,強調「沙盒化」執行環境。

Nvidia 中國市場破冰:獲准銷售 H200 變體,Groq 晶片 5 月登場 ref-65, ref-79, ref-117, ref-124

經過數月的法律博弈,Nvidia 已獲准向中國客戶銷售 H200 的特定變體。同時,Nvidia 內部消息透露,針對推理市場研發的 Groq 3 LPUs 晶片也已開發出中國專用版本,預計 5 月上市。這反映出 Nvidia 在極力維護其全球供應鏈利益,並試圖抵禦華為等本土晶片廠的擴張。

軟體工程實測:2025 DORA 報告警告 AI 可能導致技術債累積 ref-42, ref-413

最新的 DORA 報告指出,雖然 AI 輔助開發顯著提升了代碼產出的「量」,但卻降低了「質」。報告觀察到軟體變更錯誤率在 2025 年顯著上升。與此同時,遊戲巨頭 EA 傳出利用 AI 提升效率後,轉而縮減工程團隊編制,這引發了業界對 AI 究竟是「賦能」還是「取代」開發者的激烈辯論。


市場洞察

  1. 「子代理 (Sub-agent) 經濟學」成為企業導入的主旋律 (ref-14, ref-165, ref-173, ref-400): 延續上週對代理成本的討論,OpenAI GPT-5.4 Nano 的極低定價顯示模型競爭已從「參數大小」轉向「單位推理成本」。未來企業的 AI 架構將演化為:一個昂貴的「大腦」負責決策,數以百計的「便宜小腦」負責執行瑣事。

  2. AI 代理的資安已從理論威脅轉為實體災難 (ref-268, ref-469): ClawWorm 的出現證明了「代理間的通訊」將成為新的病毒傳播媒介。過去防護重心在於模型輸出,現在則必須在「Agent 配置檔」與「API 調用路徑」上加裝防火牆。黃仁勳提到的 NemoClaw 安全堆疊將成為企業選型代理框架時的「必選項目」,而非加分項。

  3. 雲端與政府市場的「第二次主權之爭」 (ref-23, ref-68, ref-126, ref-320): Anthropic 與 Pentagon 的決裂,以及 Amazon 趁虛而入,顯示「主權 AI (Sovereign AI)」的需求極其複雜。企業與政府不再只看技術,更看重技術供應商是否會因為「價值觀」或「合規紅線」而隨時斷供。

  4. 個人化 AI 進入「原生應用」階段 (ref-52, ref-215, ref-276, ref-316): Google 將 Personal Intelligence 普及化,意味著個人數位助理將不再只是工具,而是使用者生活數據的「彙整者」。這迫使第三方軟體(如文件編輯器、影音工具)必須具備更強的 MCP (Model Context Protocol) 支援,以便能被使用者的個人助理所調用,否則將在 AI 優先的交互界面中被邊緣化。

Sources 481 items
ref-0 Hacker News Mistral AI Releases Forge ref-1 Hacker News Ryugu asteroid samples contain all DNA and RNA building blocks ref-2 Hacker News Show HN: Sub-millisecond VM sandboxes using CoW memory forking ref-3 Hacker News 'The Secret Agent': Exploring a Vibrant, yet Violent Brazil (2025) ref-4 GitHub Trending AykutSarac/jsoncrack.com ref-5 Hacker News Why AI systems don't learn – On autonomous learning from cognitive science ref-6 Hacker News Show HN: Crust – A CLI framework for TypeScript and Bun ref-7 Hacker News Show HN: Horizon – GPU-accelerated infinite-canvas terminal in Rust ref-8 Hacker News Launch HN: Kita (YC W26) – Automate credit review in emerging markets ref-9 GitHub Trending widelands/widelands ref-10 GitHub Trending microsoft/qlib ref-11 Hacker News Launch an autonomous AI agent with sandboxed execution in 2 lines of code ref-12 GitHub Trending modelscope/FunASR ref-13 GitHub Trending Project-MONAI/MONAI ref-14 GitHub Trending voxel51/fiftyone ref-15 GitHub Trending 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Thinks AI Should Have Its Own Computer — Felix Rieseberg of Claude Cowork & Claude Code Desktop ref-42 Simon Willison Quoting Ken Jin ref-43 Simon Willison GPT-5.4 mini and GPT-5.4 nano, which can describe 76,000 photos for $52 ref-44 Simon Willison Quoting Tim Schilling ref-45 Simon Willison Subagents ref-46 TechCrunch AI Mistral bets on ‘build-your-own AI’ as it takes on OpenAI, Anthropic in the enterprise ref-47 TechCrunch AI Why Garry Tan’s Claude Code setup has gotten so much love, and hate ref-48 TechCrunch AI The Pentagon is developing alternatives to Anthropic, report says ref-49 TechCrunch AI BuzzFeed debuts AI slop apps in bid for new revenue ref-50 TechCrunch AI Google’s Personal Intelligence feature is expanding to all US users ref-51 TechCrunch AI OpenAI expands government footprint with AWS deal, report says ref-52 TechCrunch AI AI’s ‘boys’ club’ could widen the wealth gap for women, says Rana el Kaliouby ref-53 TechCrunch AI World launches tool to verify humans behind AI shopping agents ref-54 TechCrunch AI Niv-AI exits stealth to wring more power performance out of GPUs ref-55 TechCrunch AI Gamma adds AI image-generation tools in bid to take on Canva and Adobe ref-56 The Verge AI Nvidia’s DLSS 5 is like motion smoothing for video games, but worse ref-57 The Verge AI Now everyone in the US is getting Google’s personalized Gemini AI ref-58 The Verge AI Microsoft appoints a new Copilot boss after AI leadership shake-up ref-59 The Verge AI The future of code is exciting and terrifying ref-60 Ars Technica Researchers disclose vulnerabilities in IP KVMs from four manufacturers ref-61 MIT Technology Review AI The Pentagon is planning for AI companies to train on classified data, defense official says ref-62 TechMeme A mystery 1T-parameter AI model called Hunter Alpha, which appeared on OpenRouter on March 11, sparks speculation that DeepSeek is quietly testing its V4 model (Eduardo Baptista/Reuters) ref-63 TechMeme Alibaba raises prices for its T-Head AI computing chips, including the Zhenwu 810E, by 5% to 34%, and its Cloud Parallel File Storage by 30%, after demand soars (Luz Ding/Bloomberg) ref-64 TechMeme Founders are increasingly leasing multimillion-dollar mansions in San Francisco's wealthy neighborhoods as corporate HQs and hacker houses, amid the AI boom (The San Francisco Standard) ref-65 TechMeme Banks start offloading $18B debt tied to the $55B buyout of EA; sources say EA told potential investors AI could let gaming companies cut engineering workforces (Financial Times) ref-66 TechMeme The UK FCA says Meta has repeatedly failed to stop illegal ads for high-risk financial products running on its platforms, despite committing to block them (Reuters) ref-67 TechMeme Sources: Microsoft weighs legal action against Amazon and OpenAI over whether AWS can offer OpenAI Frontier without breaching the Microsoft-OpenAI agreement (Financial Times) ref-68 TechMeme The Linux Foundation announces $12.5M in total grants from Google and others to help FOSS maintainers cope with the influx of AI-generated security findings (Simon Sharwood/The Register) ref-69 TechMeme Samsung says it is considering a shift toward multi-year contracts for memory chips that may help stabilize supply and ease concerns about a shortage (Yoolim Lee/Bloomberg) ref-70 TechMeme Sources: Amazon, which has long been USPS' biggest customer, plans to cut packages it ships via the service by at least 60% this fall, when its contract expires (Esther Fung/Wall Street Journal) ref-71 TechMeme A US judge rules Apple can remove apps "with or without cause", a loss for Musi, a streaming app removed from the App Store that used YouTube to source music (Jon Brodkin/Ars Technica) ref-72 TechMeme Companies start to track employees' AI token use, tallying the costs to measure their return on AI investments and to prevent unauthorized uses of tokens (Katherine Bindley/Wall Street Journal) ref-73 TechMeme AI drone software company Swarmer closed up 520% in its Nasdaq debut, valuing it at $380M+; its tech has been deployed in 100K+ combat missions in Ukraine (Arvelisse Bonilla Ramos/Bloomberg) ref-74 TechMeme Source: Beijing has approved multiple Chinese companies to purchase H200 chips from Nvidia; a Chinese spokesperson said they are "not aware of specifics" (Karen Freifeld/Reuters) ref-75 TechMeme Filing: the DOD said it designated Anthropic a supply chain risk over concerns the AI company could disable its tech if the Pentagon crossed its "red lines" (Paresh Dave/Wired) ref-76 TechMeme Chartbeat: over two years, search traffic fell by 60% for small publishers with 1K-10K daily page views, 47% for medium-sized publishers, and 22% for large ones (Sara Fischer/Axios) ref-77 InfoQ AI/ML War in Iran Damages Multiple AWS Data Centers, Challenging Multi-AZ Assumptions ref-78 InfoQ AI/ML QCon London 2026: Uncorking Queueing Bottlenecks with OpenTelemetry ref-79 InfoQ AI/ML QCon London 2026: Ontology‐Driven Observability: Building the E2E Knowledge Graph at Netflix Scale ref-80 InfoQ AI/ML QCon London 2026: From DVDs to Global Streaming How Netflix’s Commerce Architecture Actually Evolved ref-81 InfoQ AI/ML QCon London 2026: Reliable Retrieval for Production AI Systems ref-82 InfoQ AI/ML QCon London 2026: Shipping Constantly with Humans and Beyond at Monzo ref-83 InfoQ AI/ML QCon London 2026: Managing Asynchronous APIs at Scale ref-84 InfoQ AI/ML QCon London 2026: Your Multi-Cloud Strategy Is a Product Problem — Treat It Like One ref-85 InfoQ AI/ML AI Is Amplifying Software Engineering Performance, Says the 2025 DORA Report ref-86 InfoQ AI/ML QCon London 2026: All Tech Debt is Not Created Equal ref-87 The New Stack Chainguard thinks most DevOps teams are solving container security the hard way ref-88 The New Stack OpenAI’s GPT-5.4 mini and nano are built for the subagent era ref-89 The New Stack WebMCP turns any Chrome web page into an MCP server for AI agents ref-90 The New Stack GitHub Copilot’s effect on collaboration has stunned researchers ref-91 The New Stack The security hole that every enterprise AI deployment has (but nobody looks for) ref-92 The New Stack What is KubeVirt and why it’s growing ref-93 The New Stack The AI blind spot debt: the hidden cost killing your innovation strategy ref-94 The New Stack Managed OpenClaw bids to kill hidden token tax on AI agents ref-95 The New Stack Why agentic AI stalls in production — and how a control plane fixes it ref-96 The New Stack Your database is about to become an AI tool. Is it ready? ref-97 The New Stack From monolith to global mesh: How Uber standardized ML at scale ref-98 Wired AI Justice Department Says Anthropic Can’t Be Trusted With Warfighting Systems ref-99 Wired AI How Invisalign Became the World’s Biggest User of 3D Printers ref-100 Wired AI Sears Exposed AI Chatbot Phone Calls and Text Chats to Anyone on the Web ref-101 TechCrunch Startups H&M wants to make clothing from CO2 using this startup’s tech ref-102 Stratechery An Interview with Nvidia CEO Jensen Huang About Accelerated Computing ref-103 Tom's Hardware Intel's new Core Ultra 200HX Plus mobile CPUs include 290HX, 270HX Plus flagships — 8% faster gaming claims fall short of 15% boost promised by desktop Arrow Lake Refresh ref-104 Tom's Hardware Nvidia updates data center roadmap with Rosa CPU and stacked Feynman GPUs — optical NVLink, Groq LPUs with NVFP4, and NVLink also on deck ref-105 Tom's Hardware Jensen says Nvidia has received orders from Chinese customers for H200 GPUs, licenses from US gov't — H200 manufacturing restarting ref-106 Tom's Hardware Jensen Huang says gamers are 'completely wrong' about DLSS 5 — Nvidia CEO responds to DLSS 5 backlash ref-107 Tom's Hardware Nvidia launches DGX Station with its bleeding-edge GB300 Grace Blackwell Superchip — now available to order and will begin shipping in the coming months ref-108 Tom's Hardware End of an era for decades-old PlayStation 3, Xbox 360, and Nintendo Wii U as GameStop officially declares them retro — change means faulty or 'aesthetically unfortunate' consoles that can still power on are now accepted for trade-in ref-109 Tom's Hardware Nintendo Switch 2 update brings Handheld Mode Boost — unlocks higher resolutions and TV-mode performance for original Switch games ref-110 Tom's Hardware Examining Nvidia's 60 exaflop Vera Rubin POD — how seven chips underpin company's 40 rack AI factory supercomputer ref-111 Tom's Hardware We got a first look at Nvidia's DLSS 5 and the future of neural rendering at GTC — the results can be impressive, but there's work to do ref-112 Tom's Hardware Microsoft expects to commercialize MicroLED datacenter cables by late 2027 — expands Hollow Core Fiber deployment, promising 47% faster data transmission and approximately 33% lower latency ref-113 Tom's Hardware Nvidia launches BlueField-4 STX storage architecture for agentic AI at GTC 2026 ref-114 Tom's Hardware Grab 32GB of Corsair DDR5 RAM for just $111 in this epic Newegg combo with the 9850X3D — $1,020 bundle for an AMD gaming PC build includes an Asus X870E-E motherboard along with a free mouse and game ref-115 Tom's Hardware South Korean company following ChatGPT management advice forced to backtrack by court — Krafton improperly ousted Subnautica developer bosses to dodge $250m bonus payout ref-116 Tom's Hardware Precision Hall-Effect controls and a 45% saving on Razer's latest Wolverine V3 Tournament Edition game controller — get yours for just $54 in this limited-time sale ref-117 Tom's Hardware Airflow enthusiast 3D-prints 15 tiny fans to fit inside a custom, domed Noctua NF-A12x25 frame — bizarre 'Fanhattan Project' cools the CPU just as well as a regular fan ref-118 Tom's Hardware Global chip supply chain under threat as US-Iran conflict enters third week — Strait of Hormuz blockade is days away from crippling Taiwan's semiconductor industry ref-119 Tom's Hardware Nvidia demonstrates Rubin Ultra tray, the world's first AI GPU with 1TB of HBM4E memory — new chips will slot into Kyber racks ref-120 Tom's Hardware Enthusiast reverse engineers world’s smallest HDD to access data with help from an old Nokia N91 and OpenClaw — open source USB bridge unlocks 0.85-inch mechanical Toshiba drive from 2004 ref-121 Tom's Hardware Nvidia removes Rubin CPX accelerators from its roadmap — Groq 3 LPUs take center stage as CPX is removed ref-122 Tom's Hardware Seagate FireCuda X1070 2TB SSD review: Entry-level hardware meets premium support ref-123 Politico Tech Brendan Carr’s ‘equal time’ curveball crashes the midterms ref-124 The Hacker News (Security) Apple Fixes WebKit Vulnerability Enabling Same-Origin Policy Bypass on iOS and macOS ref-125 The Hacker News (Security) Critical Unpatched Telnetd Flaw (CVE-2026-32746) Enables Unauthenticated Root RCE via Port 23 ref-126 The Hacker News (Security) AI Flaws in Amazon Bedrock, LangSmith, and SGLang Enable Data Exfiltration and RCE ref-127 The Hacker News (Security) LeakNet Ransomware Uses ClickFix via Hacked Sites, Deploys Deno In-Memory Loader ref-128 The Hacker News (Security) AI is Everywhere, But CISOs are Still Securing It with Yesterday's Skills and Tools, Study Finds ref-129 The Hacker News (Security) Konni Deploys EndRAT Through Phishing, Uses KakaoTalk to Propagate Malware ref-130 EU Startups The European Deeptech Week 2026: Startups, speakers and key moments shaping the week (Sponsored) ref-131 EU Startups Lausanne-based Rhonexum raises €867.5k to advance cryogenic electronics for scalable quantum computing ref-132 EU Startups Barcelona’s Health Lean Analytics bags over €2.1 million to streamline hospital operations with AI and data analytics ref-133 EU Startups Zurich-based Rivia raises €13 million to power complex clinical trials with its agentic data engine ref-134 EU Startups New €70 million GVC Gaesco fund targets InfraTech startups focused on energy, industry and digital infrastructure ref-135 EU Startups German BioTech iDEL Therapeutics lands €9 million to develop cancer therapeutics platform ref-136 EU Startups Amsterdam’s WorkFlex secures €37 million as geopolitical instability drives urgency around cross-border mobility compliance ref-137 EU Startups Berlin’s Upvest raises €108 million to scale securities infrastructure for banks and FinTechs ref-138 ArXiv Demystifing Video Reasoning ref-139 ArXiv MessyKitchens: Contact-rich object-level 3D scene reconstruction ref-140 ArXiv ManiTwin: Scaling Data-Generation-Ready Digital Object Dataset to 100K ref-141 ArXiv SparkVSR: Interactive Video Super-Resolution via Sparse Keyframe Propagation ref-142 ArXiv SocialOmni: Benchmarking Audio-Visual Social Interactivity in Omni Models ref-143 ArXiv SOMA: Unifying Parametric Human Body Models ref-144 ArXiv Unifying Optimization and Dynamics to Parallelize Sequential Computation: A Guide to Parallel Newton Methods for Breaking Sequential Bottlenecks ref-145 ArXiv Internalizing Agency from Reflective Experience ref-146 ArXiv Learning to Present: Inverse Specification Rewards for Agentic Slide Generation ref-147 ArXiv Prompt Programming for Cultural Bias and Alignment of Large Language Models ref-148 ArXiv Real-Time Decoding of Movement Onset and Offset for Brain-Controlled Rehabilitation Exoskeleton ref-149 ArXiv Surg$Σ$: A Spectrum of Large-Scale Multimodal Data and Foundation Models for Surgical Intelligence ref-150 ArXiv Is Conformal Factuality for RAG-based LLMs Robust? Novel Metrics and Systematic Insights ref-151 ArXiv Beyond Accuracy: Evaluating Forecasting Models by Multi-Echelon Inventory Cost ref-152 ArXiv ODIN-Based CPU-GPU Architecture with Replay-Driven Simulation and Emulation ref-153 ArXiv CABTO: Context-Aware Behavior Tree Grounding for Robot Manipulation ref-154 ArXiv DexGrasp-Zero: A Morphology-Aligned Policy for Zero-Shot Cross-Embodiment Dexterous Grasping ref-155 ArXiv V-Co: A Closer Look at Visual Representation Alignment via Co-Denoising ref-156 ArXiv InCoder-32B: Code Foundation Model for Industrial Scenarios ref-157 ArXiv IOSVLM: A 3D Vision-Language Model for Unified Dental Diagnosis from Intraoral Scans ref-158 ArXiv Anticipatory Planning for Multimodal AI Agents ref-159 ArXiv TurnWise: The Gap between Single- and Multi-turn Language Model Capabilities ref-160 ArXiv Finding Common Ground in a Sea of Alternatives ref-161 ArXiv Nonstandard Errors in AI Agents ref-162 ArXiv SpecMoE: Spectral Mixture-of-Experts Foundation Model for Cross-Species EEG Decoding ref-163 ArXiv MedCL-Bench: Benchmarking stability-efficiency trade-offs and scaling in biomedical continual learning ref-164 ArXiv Retrieving Counterfactuals Improves Visual In-Context Learning ref-165 ArXiv Differential Harm Propensity in Personalized LLM Agents: The Curious Case of Mental Health Disclosure ref-166 ArXiv IQuest-Coder-V1 Technical Report ref-167 ArXiv Federated Learning with Multi-Partner OneFlorida+ Consortium Data for Predicting Major Postoperative Complications ref-168 ArXiv Efficient Reasoning on the Edge ref-169 ArXiv Chronos: Temporal-Aware Conversational Agents with Structured Event Retrieval for Long-Term Memory ref-170 ArXiv Online Experiential Learning for Language Models ref-171 ArXiv Mediocrity is the key for LLM as a Judge Anchor Selection ref-172 ArXiv SpokenUS: A Spoken User Simulator for Task-Oriented Dialogue ref-173 ArXiv SOMP: Scalable Gradient Inversion for Large Language Models via Subspace-Guided Orthogonal Matching Pursuit ref-174 ArXiv Probing Cultural Signals in Large Language Models through Author Profiling ref-175 ArXiv Arabic Morphosyntactic Tagging and Dependency Parsing with Large Language Models ref-176 ArXiv CritiSense: Critical Digital Literacy and Resilience Against Misinformation ref-177 ArXiv Can Linguistically Related Languages Guide LLM Translation in Low-Resource Settings? ref-178 ArXiv Omanic: Towards Step-wise Evaluation of Multi-hop Reasoning in Large Language Models ref-179 ArXiv Good Arguments Against the People Pleasers: How Reasoning Mitigates (Yet Masks) LLM Sycophancy ref-180 ArXiv When AI Navigates the Fog of War ref-181 ArXiv Domain Mixture Design via Log-Likelihood Differences for Aligning Language Models with a Target Model ref-182 ArXiv Omnilingual SONAR: Cross-Lingual and Cross-Modal Sentence Embeddings Bridging Massively Multilingual Text and Speech ref-183 ArXiv Tarab: A Multi-Dialect Corpus of Arabic Lyrics and Poetry ref-184 ArXiv BATQuant: Outlier-resilient MXFP4 Quantization via Learnable Block-wise Optimization ref-185 ArXiv When and Why Does Unsupervised RL Succeed in Mathematical Reasoning? 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Estimating Recency Requirements in Question Answering ref-192 ArXiv From the Inside Out: Progressive Distribution Refinement for Confidence Calibration ref-193 ArXiv WorldCam: Interactive Autoregressive 3D Gaming Worlds with Camera Pose as a Unifying Geometric Representation ref-194 ArXiv SegviGen: Repurposing 3D Generative Model for Part Segmentation ref-195 ArXiv M^3: Dense Matching Meets Multi-View Foundation Models for Monocular Gaussian Splatting SLAM ref-196 ArXiv What DINO saw: ALiBi positional encoding reduces positional bias in Vision Transformers ref-197 ArXiv An assessment of data-centric methods for label noise identification in remote sensing data sets ref-198 ArXiv Deep Reinforcement Learning-driven Edge Offloading for Latency-constrained XR pipelines ref-199 ArXiv WildDepth: A Multimodal Dataset for 3D Wildlife Perception and Depth Estimation ref-200 ArXiv Adaptive Moments are Surprisingly Effective for Plug-and-Play Diffusion Sampling ref-201 ArXiv Dual Stream Independence Decoupling for True Emotion Recognition under Masked Expressions ref-202 ArXiv SuCor: Susceptibility Distortion Correction via Parameter-Free and Self-Regularized Optimal Transport ref-203 ArXiv Semi-supervised Latent Disentangled Diffusion Model for Textile Pattern Generation ref-204 ArXiv When the City Teaches the Car: Label-Free 3D Perception from Infrastructure ref-205 ArXiv World Reconstruction From Inconsistent Views ref-206 ArXiv Emotion-Aware Classroom Quality Assessment Leveraging IoT-Based Real-Time Student Monitoring ref-207 ArXiv Search2Motion: Training-Free Object-Level Motion Control via Attention-Consensus Search ref-208 ArXiv vAccSOL: Efficient and Transparent AI Vision Offloading for Mobile Robots ref-209 ArXiv HMAR: Hierarchical Modality-Aware Expert and Dynamic Routing Medical Image Retrieval Architecture ref-210 ArXiv $x^2$-Fusion: Cross-Modality and Cross-Dimension Flow Estimation in Event Edge Space ref-211 ArXiv Kinema4D: Kinematic 4D World Modeling for Spatiotemporal Embodied Simulation ref-212 ArXiv Fast-WAM: Do World Action Models Need Test-time Future Imagination? ref-213 ArXiv Kestrel: Grounding Self-Refinement for LVLM Hallucination Mitigation ref-214 ArXiv Spectral Property-Driven Data Augmentation for Hyperspectral Single-Source Domain Generalization ref-215 ArXiv HeBA: Heterogeneous Bottleneck Adapters for Robust Vision-Language Models ref-216 ArXiv Long-Horizon Traffic Forecasting via Incident-Aware Conformal Spatio-Temporal Transformers ref-217 ArXiv GIST: Gauge-Invariant Spectral Transformers for Scalable Graph Neural Operators ref-218 ArXiv Dynamic Meta-Layer Aggregation for Byzantine-Robust Federated Learning ref-219 ArXiv Stochastic Resetting Accelerates Policy Convergence in Reinforcement Learning ref-220 ArXiv Conditional Distributional Treatment Effects: Doubly Robust Estimation and Testing ref-221 ArXiv RaDAR: Relation-aware Diffusion-Asymmetric Graph Contrastive Learning for Recommendation ref-222 ArXiv High-Dimensional Gaussian Mean Estimation under Realizable Contamination ref-223 ArXiv Conservative Continuous-Time Treatment Optimization ref-224 ArXiv pADAM: A Plug-and-Play All-in-One Diffusion Architecture for Multi-Physics Learning ref-225 ArXiv A Practical Algorithm for Feature-Rich, Non-Stationary Bandit Problems ref-226 ArXiv Data-driven forced response analysis with min-max representations of nonlinear restoring forces ref-227 ArXiv Bayesian Inference of Psychometric Variables From Brain and Behavior in Implicit Association Tests ref-228 ArXiv Understanding Quantization of Optimizer States in LLM Pre-training: Dynamics of State Staleness and Effectiveness of State Resets ref-229 ArXiv GeMA: Learning Latent Manifold Frontiers for Benchmarking Complex Systems ref-230 ArXiv The Cost of Reasoning: Chain-of-Thought Induces Overconfidence in Vision-Language Models ref-231 ArXiv Novelty-Driven Target-Space Discovery in Automated Electron and Scanning Probe Microscopy ref-232 ArXiv High-dimensional estimation with missing data: Statistical and computational limits ref-233 ArXiv Learning Lineage-guided Geodesics with Finsler Geometry ref-234 ArXiv Cost Trade-offs in Matrix Inversion Updates for Streaming Outlier Detection ref-235 ArXiv Grid-World Representations in Transformers Reflect Predictive Geometry ref-236 ArXiv When Should a Robot Think? Resource-Aware Reasoning via Reinforcement Learning for Embodied Robotic Decision-Making ref-237 ArXiv When Openclaw Agents Learn from Each Other: Insights from Emergent AI Agent Communities for Human-AI Partnership in Education ref-238 ArXiv Routing and Control for Marine Oil-Spill Cleanup with a Boom-Towing Vessel Fleet ref-239 ArXiv CoMAI: A Collaborative Multi-Agent Framework for Robust and Equitable Interview Evaluation ref-240 ArXiv Communication-Aware Multi-Agent Reinforcement Learning for Decentralized Cooperative UAV Deployment ref-241 ArXiv Efficient LLM Serving for Agentic Workflows: A Data Systems Perspective ref-242 ArXiv The Geometry of Transmission Zeros in Distance-Based Formations ref-243 ArXiv MAC: Multi-Agent Constitution Learning ref-244 ArXiv Don't Trust Stubborn Neighbors: A Security Framework for Agentic Networks ref-245 ArXiv ClawWorm: Self-Propagating Attacks Across LLM Agent Ecosystems ref-246 ArXiv S2Act: Simple Spiking Actor ref-247 ArXiv SAGE: Multi-Agent Self-Evolution for LLM Reasoning ref-248 ArXiv Self-Aware Markov Models for Discrete Reasoning ref-249 ArXiv SympFormer: Accelerated attention blocks via Inertial Dynamics on Density Manifolds ref-250 ArXiv Agile Interception of a Flying Target using Competitive Reinforcement Learning ref-251 ArXiv Deep Adaptive Model-Based Design of Experiments ref-252 ArXiv Safe Distributionally Robust Feature Selection under Covariate Shift ref-253 ArXiv Population Annealing as a Discrete-Time Schrödinger Bridge ref-254 ArXiv Shuffling the Stochastic Mirror Descent via Dual Lipschitz Continuity and Kernel Conditioning ref-255 ArXiv Breakdown properties of optimal transport maps: general transportation costs ref-256 ArXiv Learning to Recall with Transformers Beyond Orthogonal Embeddings ref-257 ArXiv Bayesian-guided inverse design of hyperelastic microstructures: Application to stochastic metamaterials ref-258 ArXiv When Stability Fails: Hidden Failure Modes Of LLMS in Data-Constrained Scientific Decision-Making ref-259 ArXiv Learnability with Partial Labels and Adaptive Nearest Neighbors ref-260 ArXiv Analyzing Error Sources in Global Feature Effect Estimation ref-261 GitHub Trending h2oai/h2o-3 ref-262 Lobsters Heaps do lie: Debugging a memory leak in vLLM ref-263 Google News Could a stressed-out AI model help us win the battle against big tech? 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Here's Why Demand Keeps Climbing. ref-460 Google News Armada Brings NVIDIA AI Grid Capabilities to Telcos ref-461 Google News L'Oréal and Nvidia to accelerate beauty discovery powered by predictive AI science ref-462 Google News NVIDIA Nemotron Powers Ceramic Supervised Generation to Ground AI Responses at Enterprise Scale ref-463 Product Hunt UseAgents ref-464 Product Hunt Unsloth Studio ref-465 Product Hunt Bookshelf for NotebookLM ref-466 Product Hunt MetricMap ref-467 Product Hunt Permit.io MCP Gateway ref-468 Product Hunt MS AUTO CAPTIONS ref-469 Product Hunt Lore ref-470 Product Hunt SharePatch ref-471 Product Hunt ClipLedger ref-472 Product Hunt Bounce Connect ref-473 Product Hunt Grok's Text to Speech API ref-474 Product Hunt Claude Double Checker — Is 2× active? ref-475 Product Hunt AutoSend MCP ref-476 Product Hunt CursorTalk ref-477 Product Hunt Claude Dispatch ref-478 Product Hunt ArticleBack ref-479 Product Hunt ClawMetry Cloud ref-480 Product Hunt Fantastical MCP for Mac