Agent Orchestration Planner

Design robust multi-step agent systems with tools and error handling.

Agent Architecture

User Query → Planning → Tool Selection → Tool Execution → Result Synthesis → Response
              ↓            ↓                ↓                    ↓
           Memory      Retry Logic      Validation         Cost Tracking

Agent Loop Pattern

from typing import List, Dict, Any