Anthropic shares practical advice on building effective large language model (LLM) agents, recommending simple, composable patterns and focusing on two key aspects: tailoring augmentations to specific use cases and providing an easy interface for LLMs. The company outlines common patterns for agentic systems, including prompt chaining, routing, parallelization, and agents, and provides ...