Khala open-source song generator needs 24GB+ NVIDIA VRAM, ~52GB weights, and still carries a 2026-05-07 quality warning. Notes on the 64-layer RVQ pipeline and generate API.
NVIDIA's build.nvidia.com serves a free inference API that covers 100+ models including MiniMax M2.7, GLM-5, Kimi K2.5, DeepSeek, GPT-OSS, and Sarvam-M. Because integrate.api.nvidia.com/v1 is OpenAI-compatible, OpenClaw, OpenCode, Zed, and Cursor can call it directly.
Tested WAI-Anima v1 on Windows + RTX 4060 Laptop GPU (8GB VRAM). Headless execution via ComfyUI API hit a tqdm OSError on startup, but launching ComfyUI normally generates a single image in 55 seconds. Includes the workaround and timing notes.
Based on EE Times' interview with AMD AI Software VP Anush Elangovan, we assess the ROCm vs CUDA ecosystem gap. Includes hands-on experience with ROCm breaking four times on Strix Halo, plus practical guidance on choosing between NVIDIA, AMD, and Apple Silicon.
The Cosmos 2.5 series world model announced by NVIDIA at GTC 2026 is mainly for industrial use, but it has reached the stage where the 2B parameter model can be run on the Jetson Orin Nano, which costs less than $500. We have organized the edge deployment of physical AI, from industrial robots to pet robots.
NVIDIA's NemoClaw protects OpenClaw agents with a four-layer sandbox, while Stripe's Machine Payments Protocol enables payments without handing over private keys to agents. How can I safely charge from within the sandbox?
Why ComfyUI breaks on NVIDIA Blackwell (sm_120) GPUs with 'no kernel image is available for execution' errors, and a working setup using PyTorch Nightly, xformers removal, SageAttention, and NVFP4 quantization. Tested on RTX PRO 6000 Blackwell.
Vera CPU announced by NVIDIA at GTC 2026. The 88-core custom design realizes twice the efficiency and 50% faster speed than the previous model, and is scheduled to be available from the second half of 2026.
Agentic pipeline, which combines ReACT loop and searcher, achieved 1st place in ViDoRe v3 and 2nd place in BRIGHT. We established versatility for multiple domains using the same pipeline.
NVIDIA has released Nemotron-Nano-9B-v2-Japanese. It takes first place in the sub-10B category on Nejumi Leaderboard 4, delivering strong performance in Japanese knowledge, QA, and tool calling.
Overview of PersonaPlex‑7B‑v1 released by NVIDIA in January 2026. A Moshi‑based voice dialog model that enables full‑duplex conversation and persona control.