[AI_SERVICE] Initializing OpenAI Provider...
[OPENAI] Initializing SDK with custom fetch wrapper...
🚀 Starting Whisper Confidence Calibration Stress-Test...
♻️ Using cached Hugging Face samples...

🎧 Processing 25 samples through Whisper STT...
[FLEURS 1/25] Transcribing...
[OPENAI] Transcribing audio file sample_0.wav (hint: WOLOF)...
[FLEURS 2/25] Transcribing...
[OPENAI] Transcribing audio file sample_1.wav (hint: WOLOF)...
[FLEURS 3/25] Transcribing...
[OPENAI] Transcribing audio file sample_2.wav (hint: WOLOF)...
[FLEURS 4/25] Transcribing...
[OPENAI] Transcribing audio file sample_3.wav (hint: WOLOF)...
[FLEURS 5/25] Transcribing...
[OPENAI] Transcribing audio file sample_4.wav (hint: WOLOF)...
[FLEURS 6/25] Transcribing...
[OPENAI] Transcribing audio file sample_5.wav (hint: WOLOF)...
[FLEURS 7/25] Transcribing...
[OPENAI] Transcribing audio file sample_6.wav (hint: WOLOF)...