Nova provides a comprehensive toolkit for creating autonomous AI agents in Python. It offers a planner that decomposes goals into actionable steps, a plugin system to integrate any external tools or APIs, and a memory module to store and recall conversation context. Developers can configure custom behaviors, track agent decisions through logs, and extend functionality with minimal code. Nova streamlines the entire agent lifecycle from design to deployment.

Rubra provides a unified framework to build AI-powered agents capable of interacting with external tools, APIs, or knowledge bases. Users define agent behaviors using a simple JSON or SDK interface, then plug in functions like web search, document retrieval, spreadsheet manipulation, or domain-specific APIs. The platform supports retrieval-augmented generation pipelines, enabling agents to fetch relevant data and generate informed responses. Developers can test and debug agents within an interactive console, monitor performance metrics, and scale deployments on demand. With secure authentication, role-based access, and detailed usage logs, Rubra streamlines enterprise-grade agent creation. Whether building customer support bots, automated research assistants, or workflow orchestration agents, Rubra accelerates development and deployment.