Sovereign Digital Twins that execute operational processes inside secure, audited environments.

The Context Layer for unstructured data: typed, versioned datasets over S3, GCS, Azure

MCP Server and CLI for Apache Spark History Server. Debug Spark applications from AI agents, scripts, or the terminal.