Tool Calling Turns LLMs Into Action Agents

Tool calling transforms LLMs from passive text generators into agents that trigger actions. The model decides which tool to call and with what arguments, but does not execute the tool itself. Actual execution happens in the developer's own code, enabling live data lookups, API calls, and database queries.