Design and optimize AI agent action spaces, tool definitions, and observation formatting.

Coordinate multi-agent squads with work items, ownership, agent Kanban states, and merge gates.

Run a full-stack diagnostic on agent and LLM applications to uncover wrapper regression, memory pollution, and tool failures.