How I built an AI talking avatar pipeline in two days without hiring talent
A backend engineer recounts the chaotic 48-hour sprint to replace human presenters with AI avatars for a rushed ad campaign—revealing hidden pitfalls in video generation, framerate mismatches, and pricing traps.