NVIDIA DSX MaxLPS, a policy-governed dynamic power-sharing system, lets AI data centers deploy up to 40% more GPUs within the same approved power budget, according to a joint NVIDIA and Nscale evaluat…
Return, a contract-review app with a built-in local AI engine, released version 1.3.4 with Windows 10 and Windows 11 (64-bit) support, extending its on-device document review to Windows users for the …
NVIDIA announced its Open Agent Safety Platform on September 28, 2026, combining OpenShell runtime access policy with Sentry, an out-of-band monitoring and containment layer running on BlueField-4 DPU…
NVIDIA launched its Open Agent Safety Platform on 28 September 2026, pairing OpenShell, an Apache 2.0 agent runtime at version 0.1.x, with Sentry, a reference design for an out-of-band monitor on Blue…
DeepL trained and served its next-generation large language models in FP8 precision on a 544-NVIDIA H100 Tensor Core GPU DGX SuperPOD, producing translations that outperform its previous models by 1.4…
A developer built Jeffy Loop, an open-source control loop for Claude Code that audits codebases, generates fixes, and verifies them with adversarial checks and a shell gate before anything is pushed. …
The DLSS-NR-on-AMD mod shipped Alpha 0.3.3 and Alpha 0.4.0 within 24 hours, together adding roughly 74% performance on AMD Radeon hardware, according to the project's GitHub release notes. YouTuber An…
Enterprise data breaches involving unsanctioned Shadow AI cost organizations an average of $650,000 more than conventional security incidents, and 20.0% of global enterprises have already suffered a p…
A developer with six months of Arch Linux experience compared Windows and Linux for developers, gamers, and local LLM workloads, finding that Linux delivered roughly 15-20 more FPS in games such as Re…
A developer built Sentinel, an automated adversarial testing harness that fires dynamic attack prompts across an OWASP taxonomy at LLM applications, evaluates responses with a bias-aware LLM judge, an…
NVIDIA's API catalog at build.nvidia.com offers free, OpenAI-compatible access to DeepSeek V4.1 Flash, GLM 5.3, GLM 5.3 Flash and Kimi K3 through a single API key, but NVIDIA's API Trial Terms of Serv…
A personal LLM user reports that Qwen3.8-27B running locally via llama.cpp on an RTX 5090 laptop GPU with 24 GB of VRAM now handles Q&A, coding, sysadmin and web research without a cloud provider, del…
A developer building an autonomous software-engineering agent traced intermittent 503 errors from NVIDIA's hosted API to the Python SDK's structured-output path, which silently falls through multiple …
NVIDIA's CUDA_DEVICE_MAX_CONNECTIONS environment variable defaults to 8 concurrent hardware connections to the GPU, capping real concurrency regardless of how many CUDA streams a developer creates, ac…
A developer built a $0/month local AI agent stack on a Windows machine (i7-8700K, 32GB RAM, RTX 3080) that runs code, calls APIs, browses the web and writes files, combining Windmill for orchestration…
N8n and NVIDIA will demonstrate a governed approach to AI agent actions in a hands-on lab at NVIDIA GTC Berlin 2026, running October 20–22. The lab, "Your Agent Doesn't Get Root: Governing AI Actions …
A developer released an agentic CUDA kernel optimizer on Hacker News' Show HN that uses LangGraph to autonomously generate, validate, benchmark, and refine GPU kernels, defaulting to OpenAI's gpt-5-mi…
A developer published a command-line guide for monitoring GPU utilization and temperature on remote servers, using nvidia-smi queries, cron-scheduled CSV logging, webhook-based temperature alerts, and…
Black Forest Labs released FLUX 3 Action, a 7B open-weights World Action Model for robot control that ranks first on the RoboLab-120 leaderboard at 42.92% task success, ahead of NVIDIA's 16B Cosmos 3 …
Independent audits of real production traffic put physical KV cache hit rates in the 70s on average, while the logical hit rates reported in agent traces can run 90% to 99%, a gap of twenty to thirty …