
Add Runtime Controls to AI Agents with NVIDIA OpenShell
OpenShell 0.1.0 wraps existing agents in sandboxes, credential proxies, and a formal policy prover—without forcing teams to rewrite the agent.
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NVIDIA hardware, software, and developer news.

OpenShell 0.1.0 wraps existing agents in sandboxes, credential proxies, and a formal policy prover—without forcing teams to rewrite the agent.

A joint NVIDIA–Nscale GB300 run shows policy-shared power packing ~37% more GPUs and ~49% more tokens under the same 264.4 kW budget—with a P99 TTFT tax.
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Thieves hooked PlusAI trailers badged with Nvidia logos—and found 40,000 pounds of sand used for autonomous-truck test ballast, not GPUs.

British neocloud Nscale locked $3.36B in convertible notes—led by Third Point, with $1B from Nvidia in November—ahead of a US IPO eyed near a $35B valuation.

Nvidia’s CEO frames fossil-powered AI pain as surgery for the climate — and that metaphor tells us more about industry priorities than physics.

NVIDIA, DeepMind, and EMBL-EBI open predicted structures for 2,800-plus viral protein complexes — stockpiling structural knowledge before the next outbreak, not after.

NVIDIA open-releases NV-Reason-CT, a native 3D CT vision-language model that writes radiologist-style chain-of-thought and leads CT-RATE with Macro-F1 0.614.

NVIDIA open-sources a Kubernetes controller that runs real distributed workloads to prove GPU clusters are ready before production AI jobs land — and names the failing nodes.

NVIDIA’s Hugging Face walkthrough moves an SO-101 arm from classic MuJoCo into as many as 2,048 parallel MuJoCo Warp environments — GPU batch sim without rewriting the robot.
NVIDIA’s 100M-parameter open-weight diarization model tracks up to eight overlapping speakers in one checkpoint — offline through ultra-low 0.32-second streaming — under a commercial-friendly license.

NVIDIA’s SWE-Serve benchmark shows about one in three AI coding-agent patches that pass other checks still fail when a live inference server loads a real model and serves requests.

An NVIDIA validation engineer’s profile is really a reminder that AI factories still depend on people who assume every new rack will break.