Pydantic-Ai

Build an evaluation harness that connects agent routes, tool evidence, traces, and calibrated judges to explain why an application succeeds or fails.

Build reusable Akgents tools with ToolCard, ToolFactory, observers, channels, MCP, and one observable event stream.

Give an Akgents application an LLM, tools, budgets, context, capabilities, and a visible ReAct loop.

Build a typed Pydantic AI case agent with dependencies, outputs, handoffs, Capabilities, MCP, and observability.