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Known limitations

  • Cost. Realtime API bills per minute of input and output audio. Short bursts are cheap; long continuous sessions add up.
  • No offline mode. Every session requires OpenAI.
  • Occasional hallucination of references. The current_state-in-every-tool-response pattern mitigates but does not fully eliminate this. When it matters (irreversible actions), have the model confirm first: "Delete buy milk — sure?"
  • Non-English accents. For non-English users, set the transcription language explicitly in audio.input.transcription.language if quality drops.
  • API drift. OpenAI has already renamed these endpoints once (/v1/realtime/sessions/v1/realtime/client_secrets, /v1/realtime/v1/realtime/calls). Expect further changes; verify against the official docs when implementing.