Evolving Agents Framework: Collaborative AI Agent Ecosystems

The Evolving Agents Framework is a production-grade system for building, managing, and evolving AI agents with intelligent communication. It enables collaborative ecosystems of agents that semantically understand requirements, learn from experience, and communicate effectively to solve complex tasks. Key features include agent evolution (reuse, adapt, or create), agent-to-agent communication via a YAML workflow system, a smart library with semantic search powered by OpenAI embeddings, self-improvement through continuous learning, and multi-framework support (BeeAI, OpenAI, etc.). The framework uses a system agent to decide whether to reuse, evolve, or create new agents based on semantic similarity, and includes governance through firmware. A comprehensive example demonstrates agent collaboration and evolution for tasks such as invoice analysis.