1a77d170b89dfdeadcd1d97d39c78a24f8cecbf18d4fd34af3fd00f48794e33a
active
contextual
axiomatic

The example platform CXU states that PyranaHarness implements native LLM tool calling via LiteLLM by executing a Turn 0 plan followed by iterative tool-calling loops until an AgentOutputEnvelope is finalized.

Supporting contexts

Quoteverbatim

claim: "The PyranaHarness implements native LLM tool calling via LiteLLM,

PYRANA_Internal_Knowledge_Graph_Specification.md

Quoteverbatim

executing a Turn 0 plan followed by iterative tool calling loops

PYRANA_Internal_Knowledge_Graph_Specification.md

Quoteverbatim

until the agent finalizes an AgentOutputEnvelope"

PYRANA_Internal_Knowledge_Graph_Specification.md

Quoteverbatim

"PyranaHarness (pyrana_services/orchestration/harness/pyrana_harness.py) which implements native tool calling via LiteLLM"

PYRANA_Internal_Knowledge_Graph_Specification.md

Quoteverbatim

"Turn 0: create initial plan via LLM"

PYRANA_Internal_Knowledge_Graph_Specification.md

Quoteverbatim

"Finalize: build and persist AgentOutputEnvelope"

PYRANA_Internal_Knowledge_Graph_Specification.md

Effective from: 7/16/2026, 11:18:08 PM

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