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What is NVIDIA OpenShell?

NVIDIA OpenShell is an open and secure runtime environment tailored for the operation of autonomous AI agents, managing their execution, access privileges, and the routes for inference traffic. Rather than incorporating security measures directly into the model or application, it upholds safety protocols in the surrounding infrastructure, ensuring that nothing is permitted by default; permissions are allocated through predefined policies, with enforcement mechanisms acting outside the agent's process to avert any potential bypass through prompts. Each autonomous agent is confined within a controlled sandbox, which limits direct network access, restricts file visibility, and employs kernel-level monitoring of system calls to guarantee stringent oversight. Serving as the control plane, a gateway handles user authentication, manages the lifecycle of sandboxes, and provides the agents with policies, configurations, credentials, and settings for inference. Furthermore, an external supervisor evaluates network requests based on policies at multiple levels—including binary, destination, method, and path—and grants access to credentials only when expressly authorized, thereby bolstering the overall security architecture. This comprehensive and layered framework ensures that the agents operate efficiently while upholding strict security measures throughout their processes, ultimately fostering a trustworthy environment for AI interaction. The attention to detail in security design reflects a commitment to safeguarding both the agents and the systems they interact with.

What is CodeTrain?

CodeTrain is an educational platform specifically designed for engineers working on AI shipping projects, particularly when they struggle to express every feature they have implemented. It converts a question, repository, or onboarding task into succinct lessons made up of two to six actionable steps based on real code, encouraging learners to actively participate by typing out each line. While the tutor is tasked with crafting the steps and executing the code, they also provide feedback on every attempt and offer additional breakdowns of the steps when learners face challenges, rather than merely giving answers, which enhances the overall comprehension of the material. The free tier enables Python execution directly in the browser using Pyodide, ensuring that user data remains secure and untransferred, which makes it highly economical to run. For more intricate tasks, server-side sandboxes are used to handle shell and toolchain lessons efficiently. The underlying infrastructure relies on FastAPI hosted on Fly.io for the control plane, while a static front-end is deployed on Cloudflare Pages, with authentication managed by Clerk and billing handled through Stripe. Tutoring capabilities are primarily powered by Claude models, yet the platform also supports custom keys for Anthropic, Bedrock, Vertex, OpenAI-compatible endpoints, and Ollama, enabling teams to utilize their existing infrastructures for inference. This adaptability guarantees that organizations can fine-tune their educational tools while retaining authority over their resources, ultimately promoting a more effective learning environment. Overall, CodeTrain stands out as a versatile solution that empowers learners and educators alike in the realm of AI development.

Media

Media

Integrations Supported

NVIDIA Open Agent Safety Platform

Integrations Supported

Amazon Bedrock
Claude
Gemini Enterprise Agent Platform
Ollama
OpenRouter

API Availability

API Availability

Pricing Information

Pricing not provided

Pricing Information

$24/month
Free tier - 10 lessons/m - $0/m
Pro tier - 20x usage + repo mode - $24/m
Team tier - onboarding / team dashboard - $32 per seat/m
Free Version

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Not specified

Training Options

Documentation Hub
Webinars

Training Options

Online Training

Company Facts

Organization Name

NVIDIA

Date Founded

1993

Company Location

United States

Company Website

www.nvidia.com/en-us/ai/openshell/

Company Facts

Organization Name

InferHaven

Date Founded

2026

Company Location

United States

Company Website

codetrain.ai

Categories and Features

Agentic AI

Not specified

Categories and Features

Technical Skills Development

Analytics
Exercises and Projects
Offline Usage
Quizzes & Assessments

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