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Remote SLURM GPU cluster execution over SSH with sbatch/srun, Pyxis/Enroot containers, and Lustre-backed results. Use when running TAO training/eval/inference jobs on an on-prem or DGX SLURM cluster. Trigger phrases include "run on SLURM", "submit sbatch" How to launch distributed Megatron-LM training jobs on a SLURM cluster. Covers a minimal sbatch skeleton, environment-variable setup for torch.distributed.run, CUDA_DEVICE_MAX_CONNECTIONS rules across hardware and parallelism modes, container conventions, Run a TAO training/evaluation/inference container on an NVIDIA Brev GPU instance. Instance provisioning (create/search/stop/delete/login) is delegated to the official brev-cli agent skill or the Brev MCP server; this skill covers only the TAO-specific par The Docker execution platform for TAO jobs — a local daemon or a remote GPU box via DOCKER_HOST=ssh://user@host. Implements the four-verb consumer contract (submit/status/logs/cancel) over the docker CLI, wired to the job-record, tao-data-io staging, and Kubernetes execution platform — submits TAO container jobs as k8s Jobs with NVIDIA GPU scheduling; single-pod for one node, Indexed Jobs for multi-node distributed training. Use when running on EKS / GKE / AKS / on-prem clusters with the NVIDIA GPU Operat Run a Python training/eval script directly in an existing local virtualenv — no docker, no container. Implements the four-verb consumer contract (submit/status/logs/cancel) over a vendored process-lifecycle runner with durable on-disk state, PID-reuse-safLearn about using LLMs locally on PCs and workstations with Ollama, AnythingLLM, and LM Studio. Mod or remaster a game with RTX Remix - open and edit projects, swap textures and models. Connect to the Remix Toolkit App via MCP. Not for non-Remix game interaction. Learn the basics of installing & running agentsBeginner30 MINSet Up Your First AI Agent on Your RTX Spark
FLUX.1 is a state-of-the-art suite of image generation modelsDownloadableFLUX.1-dev
FLUX.1 Kontext is a multimodal model that enables in-context image generation and editing.DownloadableFLUX.1-Kontext-dev
FLUX.1-schnell is a distilled image generation model, producing high quality images at fast speedsDownloadableFLUX.1-schnell
FLUX.2-klein-4B is a distilled image generation and editing model, producing outputs at lighting speedDownloadableflux.2-klein-4b
State-of-the-art accuracy and speed for English transcriptions.Downloadableparakeet-ctc-0.6b-asr
Many people explore local generative AI for privacy and to avoid token limits, but newer models require significant memory and compute—leading some to adopt multi-GPU setups.
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