Incompatible Token Limit Parameter (e.g max_token) for OpenAI models

[j-ber]

the following models throw this error, when utilizing langchain_oci:
"openai.gpt-5-2025-08-07",
"openai.gpt-5-mini",
"openai.gpt-5-mini-2025-08-07",
"openai.gpt-5-nano",
"openai.gpt-5-nano-2025-08-07",
"openai.o1",
"openai.o1-2024-12-17",
"openai.o3",
"openai.o3-2025-04-16",
"openai.o3-mini",
"openai.o3-mini-2025-01-31",
"openai.o4-mini",
"openai.o4-mini-2025-04-16",

Error processing gpt_5_mini_2025_08_07: {'target_service': 'generative_ai_inference', 'status': 400, 'code': '400', 'opc-request-id': xx'message': "Invalid 'maxTokens': Unsupported parameter: 'maxTokens' is not supported with this model. Use 'maxCompletionTokens' instead."

But even when max_completion_tokens or maxCompletionTokens is passed:
TypeError: Unrecognized keyword arguments: max_completion_tokens