Agent fundamentals

Tool calling lets LLMs act on external systems. The key is an explicit execution loop: request, tool call, result injection, and final answer.

Reliable patterns

• ReAct (reason + act + observe)
• Parallel tool execution when possible
• Logging intermediate reasoning for debugging