Stage

Agentic

Multi-agent orchestration without a cluster. Sandboxing, tool use, long horizons — what is and is not possible on a single Spark.

Article №02 agentic NemoClaw ~2 hours after prerequisites

The Sandbox Tax That Wasn't — NemoClaw vs OpenClaw on One DGX Spark

I ran NemoClaw's sandboxed agent stack and the host Ollama-OpenClaw CLI side by side on one DGX Spark with the same 123B Nemotron model. The sandbox overhead I went looking for is real but modest (~2× raw inference); the real tax is onboarding, and NemoClaw paid it at install time.