Tag

#sandboxing

Articles tagged "sandboxing" — 3 entries.

Article №32 fine-tuning NeMo ~3 days end-to-end (mostly waiting on rollouts)
Frontier Scout

ClawGym on Spark — A 7B Base, A LoRA Adapter, and the +15 pp the Adapter Earned

ClawGym shipped only a .github profile, so we built the substrate ourselves — persona task synth, sandbox harness, 200-task corpus, LoRA SFT, matched-base eval. The adapter earns +3.8 pp task pass and +15.0 pp per-assertion against its own base. The diagnostic is the lift.

uses fieldkit.nim

Article №04 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.
Upcoming observability NemoClaw ~30 min read
Machine that Builds Machines

Claw-Eval-Live on Spark — Spark reproduction notes

Stand up Claw-Eval-Live sandboxed-workflow protocol on Spark via NemoClaw + OpenShell, mock the business-service backends, run Llama 8B vs Nemotron 49B with deterministic-trace + LLM-judge grading, and chart where local agents land vs the paper 66.7 percent ceiling.