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Description
The problem
The o3 models have the reasoning level modal available.

But gpt5 family of models does not. According to the official docs the values are: minimal, low, medium, and high (notice that minimal is a new value not present before).
What version of Home Assistant Core has the issue?
core-2025.8.0
What was the last working version of Home Assistant Core?
No response
What type of installation are you running?
Home Assistant Container
Integration causing the issue
OpenAI Conversation
Link to integration documentation on our website
https://www.home-assistant.io/integrations/openai_conversation/
Diagnostics information
No response
Example YAML snippet
Anything in the logs that might be useful for us?
Additional information
No response