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News
Perplexity Ships Portable Computer on NVIDIA DGX Spark: Local Harness, OS-Enforced Sandbox, and Zero
2+ week, 5+ day ago (352+ words) document creation, which Perplexity says it plans to open-source — Computer running Qwen 3.8 27B on a DGX...DGX Spark installs need the GB10 superchip, 128 GB of memory and at least 1 TB of storage....Other systems need DGX OS or Ubuntu on ARM or…...
Perplexity Portable Computer on DGX Spark: Fully Local AI Agents, Explained
2+ week, 4+ day ago (297+ words) Portable Computer runs the entire agent stack: orchestrator, models, harness, and sandbox, locally on NVIDIA...DGX Spark with zero per-token costs....NVIDIA's read on the moment lines up with ours....harness is the new meta for AI agents, our hands-on…...
GLM-5.3-Flash vs DeepSeek V4 Flash on 2× DGX Spark: Real-World DeepSWE Benchmark Results
2+ week, 13+ min ago (594+ words) In our sequential DeepSWE trials on two DGX Spark units, DeepSeek V4 Flash decoded at roughly 41 to 66...
NVIDIA's Coding Agent AVO Scores 100% On ARC-AGI Benchmark
3+ week, 2+ day ago (554+ words) NVIDIA’s Coding Agent AVO Scores 100% On ARC-AGI Benchmark OfficeChai While general AI models are struggling...NVIDIA has announced that AVO, its general-purpose coding agent, has completed all 183 levels across...NVIDIA’s system didn’t build a new model to get…...
NVIDIA AVO Architecture Sustains Autonomous AI Across Days of Work
3+ week, 1+ day ago (371+ words) Technetbook NVIDIA AVO Architecture...Sustains Autonomous AI Across Days of Work NVIDIA has introduced Agentic Variation Operators, a general...NVIDIA researchers built AVO to fix this structural limitation....To test the framework, NVIDIA set AVO loose on attention kernel development…...
How NVIDIA Groq 3 LPX Unlocks Ultrafast Interactivity at Long Context on NVIDIA Vera Rubin
2+ week, 6+ day ago (423+ words) NVIDIA Groq 3 LPX is the interactive AI inference accelerator for the NVIDIA Vera Rubin platform....At the core of the platform is NVIDIA Vera Rubin NVL72…...
nvidia
2+ week, 18+ hour ago (51+ words) MLA attention and lightning indexer for HY V4 (NVIDIA)....Sink-capable FlashMLA sparse backend for HY V4 (NVIDIA). iHC (independent Hyper-Connections) layers for...HY V4 (NVIDIA)....Inference-only HY V4 model compatible with HuggingFace weights (NVIDIA)....Dense FFN and MoE blocks for HY V4 (NVIDIA). Multi-token prediction…...
Nvidia เปิดสูตรเหรียญทอง IMO ทั้งชุด หลังนักคณิตศาสตร์เตือนเรื่อง AI
8+ hour, 6+ min ago (3203+ words) โดย Nokka (นก-กา) | 14 กันยายน 2026...ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka วันที่ 9 กันยายน 2026 Nvidia...Mathematics" [1] คำว่า "Open Recipe" อยู่ในชื่อเรื่อง และนั่นคือประเด็นทั้งหมด ก่อนอื่น ทำอะไรได…...
NVIDIA driver 615.71.09 released for Linux with Vulkan / Proton improvements with NVIDIA Reflex
4+ day, 13+ hour ago (233+ words) GamingOnLinux...Released as part of their slightly less tested New Feature Branch, NVIDIA driver 615.71.09 is out now...below. - Added support for VK_NV_low_latency revision 2, to enable out-of-the-box Proton support for NVIDIA...VK_KHR_wayland_surface and VK_KHR_display surfaces. - Fixed multiple startup and alt-tab hangs that occurred with…...
NVIDIA AVO Reaches 100% on ARC-AGI-3, Demonstrating a Frontier-Level General-Purpose Architecture for
3+ week, 2+ day ago (1011+ words) AVO is a general-purpose coding agent system developed by NVIDIA....On NVIDIA DGX B200 systems, the resulting multihead attention kernels outperformed cuDNN by up to 3.5%...The NVIDIA team recently applied the same underlying AVO architecture to a very different challenge:...