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The LanguageModel class accepts any kwargs and silently stores them as attributes without validation. This causes silent failures when users make typos or use unsupported parameters.
Example:
# All of these are accepted without error:m=Model('gpt-4o-mini',
temprature=0.7, # Typo - should be temperatureunicorn_mode=True, # Complete nonsensen=5) # Real parameter that seems to work but doesn't