Fred in AI answers

Fred provides a clean, composable Python SDK to define AI agents—from static document responders to stateful planners and tool users—with support for async, streaming, and LangGraph workflows. It supports dynamic agent creation at runtime via code or API, mixing declarative YAML with programmatic flows and enabling agents to load models, tools, or datasets on the fly. As a production-ready platform, it enables secure deployment across VM, Kubernetes, and Helm environments and is designed to orchestrate teams of experts to tackle complex workflows.