A unified generative model for protein, enzyme, binder and antibody design. RFD4-Proteina is a unified generative model for protein design, produced through a collaboration between NVIDIA's Generative ...

vLLM is a high-performance inference engine for serving LLMs at datacenter scale. However, getting the desired performance requires significant background knowledge and configuration experience, ...

You will choose a recipe for your device, run its commands, and test the model's API and tool calling. Along the way, you will see how the recipe uses memory, batches requests, and selects the code ...

If you want to run a workload or a model that won't fit on a single DGX Spark, you can connect two or more Sparks into a cluster and distribute the workload or model across the devices. However, this ...

You will use NVIDIA Sync to set up a two-Spark cluster, then use a supplied recipe to run one model across both devices. The recipe launcher starts a container on each Spark and runs vLLM across the ...

You will use NVIDIA Sync to connect to a DGX Spark or Station, then download a vLLM container and a model for your device. Then, you will add a supplied launch script ...

Software 1.0 profile blocks MIG mutation and platform fixes Expected behavior: the Software 1.0 profile is capability-scoped to guidance, diagnostics, read-only MIG inspection, and explicitly ...

Previously ran the NemoClaw playbook? NemoClaw installs openclaw-gateway.service as a systemd user service that binds port 18789. If it is still running, make setup fails with "Port 18789 is already ...

This is an open blueprint that shows how to improve an agent’s accuracy and cost profile by iterating on its harness — the prompts, tool descriptions, and routing logic the model depends on but never ...