Agents & Products

Perplexity Ships Portable Computer on NVIDIA DGX Spark: Local Harness, OS-Enforced Sandbox, and Zero Per-Token Cost for Local Steps

Perplexity has released Portable Computer, a local-first build of its agentic Computer platform that runs the agent harness, orchestrator, planner, tool router and post-trained models directly on NVIDIA DGX Spark. The local model, inference engine, tool sandbox and app connectors ship as one packaged system, every task begins on the device, and work handled by local models carries no per-token charge. When a step needs the live web or frontier reasoning, the orchestrator stops and asks before s

Get smart on it

Perplexity has released Portable Computer, a system that runs AI agent software directly on local NVIDIA hardware rather than relying on cloud servers. The system includes a local model, inference engine, orchestrator, and security sandbox, with tasks processed locally at no per-token cost, though steps requiring live web access or advanced reasoning require explicit user approval before sending to cloud models. This matters for organizations in finance, legal, healthcare, and government where data residency rules or confidentiality requirements prevent sending information to cloud services. The system requires significant hardware investment, starting with either a GB10-class NVIDIA box or an RTX GPU with 24 GB of VRAM, making it viable only for enterprises and well-funded startups rather than general small businesses.

Explainer: The 90% That Matters: Why Your Agent's Harness Beats the Model

The biggest AI stories, once a day

One short email a day with the stories that matter. Free. Unsubscribe with one click.

Relevant courses

Want to go deeper than the news? Explore live, cohort-based AI courses taught by practitioners.

Browse AI courses on Maven
Related news
Agents & ProductsOpen story →

OpenAI’s quarterly revenue reportedly crosses $10B for the first time

Sales of $10B represents an almost 50% jump from revenue of $6.7 billion the company recorded in the second quarter.

Agents & ProductsOpen story →

Hands-on with Ring’s new AI drone camera for your home

Ring’s new Drone Cam is a flying indoor security camera. Ring is finally shipping a flying indoor drone camera. For real this time. The Ring Drone Cam will arrive on January 27th, 2027, for $249.99, Ring founder Jamie Siminoff said at a launch event in New York City this week. If it does actually ship, it will arrive almost six years after the company announced its first flying camera, the Ring Always Home Cam. Designed to patrol inside your home when you're not there, the Drone

Also reported by TechCrunch and Ars Technica

Agents & ProductsOpen story →

OpenAI rolls out new business profiles, making ChatGPT just a little bit more like Google

OpenAI is looking to make ChatGPT a more robust consumer discovery engine, and a host of new features seek to empower businesses to help it do that.

Also reported by The Verge

Agents & ProductsOpen story →

AI agents carry memory and storage like people, so their data needs guarding while in use

As AI agents move into production on Kubernetes, cloud engineering teams at financial companies face a security problem that encryption alone can’t solve. Container orchestration has become the default foundation for AI workloads, and the data those agents use is now the main target. Payment networks feel that pressure more than most because every transaction […] The post AI agents carry memory and storage like people, so their data needs guarding while in use appeared first on Silic

Agents & ProductsOpen story →

Serve Robotics opens robot delivery network for others to build on

The AV Delivery Developer Portal enables anyone to call robots from Serve’s delivery fleet. Source: Serve Robotics Serve Robotics Inc. today launched the AV Delivery Developer Portal, which it said gives developers, businesses, hobbyists, and AI assistants the opportunity to programmatically summon its sidewalk delivery robots. The company said its public application programming interface, or API, allows others to work with its autonomous robot fleet. It also released a sandbox environment

Agents & ProductsOpen story →

Cogent and OpenAI build cyber defense factories for enterprises

Cogent combines OpenAI models with enterprise context to help automatically remediate vulnerabilities with agents.