TLDR Product · RESOURCES & TOOLS

THE VOICE MODEL REFRESH IS FASTER THAN YOUR QA CYCLE

roark.ai9 min read

Summary from the TLDR Product newsletter

Recent rapid updates to speech-to-speech voice models and automatic alias updates can unexpectedly break production voice agents without code changes. This practical eight-step playbook helps product managers safely manage model swaps, including pinning production versions, building a custom telephony-based scenario suite, and using audio-native metric scoring and traffic canaries.