Priya Subramaniam

Most Discord servers need a TTS bot, not Discord's built-in command.

AI voice cloning outpaces ethics as families gain power to resurrect the dead.

Azure and MiniMax document tonal language support where others stay vague.

Custom voice personas beat library voices when brand identity matters more than speed.

Decide where to run Whisper based on residency, not cost alone.

Clustering-based systems still can't match ASR accuracy on real meeting audio.

Latency at every stage compounds into delays that break the illusion of natural conversation.

Markup handles pronunciation and pacing; neural models handle everything else.

Four evaluation layers transform conversational AI from demo-ready to production-reliable.

Only five percent of AI projects reach production because the gap is architectural, not algorithmic.

Researchers finally crack synthetic speech's most annoying problem with stochastic models.

Pitch, rhythm, and register are phonological requirements, not cosmetic choices.