The final step of the PyranaHarness orchestration procedure is to build and persist an AgentOutputEnvelope so that the agent’s completed output is formally finalized and stored.

"Finalize: build and persist AgentOutputEnvelope"

— PYRANA_Internal_Knowledge_Graph_Specification.md

"until the agent finalizes an AgentOutputEnvelope"

— PYRANA_Internal_Knowledge_Graph_Specification.md

"The PyranaHarness implements native LLM tool calling via LiteLLM"

— PYRANA_Internal_Knowledge_Graph_Specification.md