Six months of development produced GPT-Live, a system enabling continuous, turnless voice interaction. The architecture minimizes latency by processing speech natively rather than through separate transcription steps. This shift removes the choppy cadence of traditional voice bots. Developers can now build interfaces that respond to human interruptions in real time.