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    Home»Startups»Concave AI Sandbox: Secure and Fast Execution for Untrusted AI Code
    Startups

    Concave AI Sandbox: Secure and Fast Execution for Untrusted AI Code

    Samuel AlejandroBy Samuel AlejandroDecember 26, 2025No Comments1 Min Read
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    Concave AI Sandbox is designed to execute untrusted AI code securely and efficiently.

    This platform offers a self-hostable code execution sandbox, leveraging Firecracker microVMs. It boasts sub-200ms startup times, achieved through snapshot-based warm pooling.

    About Concave AI Sandbox

    Concave delivers secure, isolated environments for executing untrusted code. Its architecture is built upon Firecracker microVMs, gRPC orchestration, and contemporary infrastructure tools.

    • Rapid VM provisioning using golden snapshots.
    • A gRPC control plane for managing the VM lifecycle.
    • A streaming data plane facilitating file transfers and real-time output.
    • An HTTP API gateway equipped with authentication.
    • A Python SDK for straightforward integration.
    • A comprehensive dashboard and documentation site.

    Getting Started

    Refer to the SETUP.md guide for comprehensive deployment instructions.

    1. Establish a GCP project and domain.
    2. Configure Terraform and Ansible.
    3. Deploy the necessary infrastructure.
    4. Install the Python SDK using: pip install concave-sandbox.

    Documentation

    • Setup Guide
    • Operations Guide
    • Database Setup
    • SDK Documentation

    Contributing

    Contributions to the project are encouraged. Refer to CONTRIBUTING.md for detailed guidelines.

    Security

    Should a security vulnerability be discovered, please create an issue. All reported security concerns will be addressed promptly.

    License

    The project operates under the MIT license.

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