Google Gemini 3.1 TTS introduces audio tags to end the retry tax
The introduction of inline audio tags in Gemini 3.1 TTS isn't just a formatting trick. It is a fundamental shift from probabilistic guessing to deterministic steering, aimed directly at the hidden costs of inference.