Welcome to the official GitHub organization for Circulo — a platform redefining how humans interact with AI through collaborative multi-agent systems.

Circulo transforms conversation into a dynamic, multi-perspective dialogue. Instead of a single model answering questions, Circulo brings multiple specialized AI agents together around a shared conversational space. Each agent contributes its own expertise, tools, personality, and reasoning style — producing richer insights, better decisions, and more trustworthy outcomes.

Circulo is designed to be the foundation for multi-agent communication, offering:

• A unified conversation engine for orchestrating multiple AI agents.
• Role-based agent personalities with customizable expertise, tools and behavior.
• Embeddable multi-agent components for integrating Circulo into products.
• Developer-friendly APIs for building custom AI agent experiences.

Traditional AI interfaces rely on one model serving all tasks. Circulo takes a different approach:

• Diverse perspectives → More accurate and creative outcomes
• Specialization → Each agent can be an expert in its domain
• Collaboration → Agents debate, analyze, and refine answers
• Transparency → Users see the reasoning from multiple angles

We’re building the future of AI interaction — intelligent teams instead of solitary models.

We’re building Circulo in the open and welcome collaboration.

If you want to contribute:

1. Explore the repositories
2. Check open issues
3. Submit well-scoped PRs
4. Follow coding standards & CI rules

For larger features, please open a discussion to align before implementation.

Each Circulo repository specifies its own license. Unless otherwise noted, open-source components are MIT licensed.

Circulo is more than a product — it’s a shift in how we interact with intelligence.

One question. Many minds. Richer answers.

Our mission is to empower developers and teams with tools that make AI collaborative, transparent, and deeply useful.