Building Effective AI Agents

### Executive summary This Anthropic post outlines practical, composable patterns and best practices for building LLM-based agentic systems, describing foundational augmented LLMs, multiple workflow patterns (prompt chaining, routing, parallelization, orchestrator-workers, evaluator-optimizer), when to use autonomous agents, and guidance for tool and interface design, testing, and simplicity over unnecessary complexity.