The native tool-calling loop proceeds by having the LLM emit tool calls, executing those tools, observing results, and repeating the cycle until completion.

4. Native tool calling loop: LLM emits tool_calls → execute tools → observe → repeat

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

**Execution Flow:**

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

LLM emits tool_calls → execute tools → observe → repeat

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md