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Issue is round there:
https://github.com/openai/openai-agents-python/blob/91c62c1dea97d02ad4974947e572d634d42496d1/src/agents/models/multi_provider.py#L128C1-L144C77
For the point llmproxy need prefix, I tree
# in llmproxy\Lib\site-packages\agents\models\openai_chatcompletions.py
# If I add line 271, it works
ret = await self._get_client().chat.completions.create(
model="openai/" + self.model,
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