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The PYRANA_PLATFORM example supports its claim with quotes stating that PyranaHarness implements native tool calling via LiteLLM, creates an initial Turn 0 plan, repeats a native tool-calling loop, and finalizes by building and persisting an AgentOutputEnvelope.

Supporting contexts

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supporting_quotes:

PYRANA_Internal_Knowledge_Graph_Specification.md

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"PyranaHarness (pyrana_services/orchestration/harness/pyrana_harness.py)

PYRANA_Internal_Knowledge_Graph_Specification.md

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which implements native tool calling via LiteLLM"

PYRANA_Internal_Knowledge_Graph_Specification.md

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"Turn 0: create initial plan via LLM"

PYRANA_Internal_Knowledge_Graph_Specification.md

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

PYRANA_Internal_Knowledge_Graph_Specification.md

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"Finalize: build and persist AgentOutputEnvelope"

PYRANA_Internal_Knowledge_Graph_Specification.md

Effective from: 7/16/2026, 11:18:14 PM

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