AgentField provides infrastructure for building AI agents as API endpoints and microservices. It focuses on making agents observable, auditable, and identity-aware from the start, addressing the backend needs of AI systems beyond simple chatbot implementations. The platform supports multi-agent orchestration, integrates with LLMs like Anthropic, and includes RAG capabilities alongside Kubernetes deployment.