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Limitations & Feedback

Current Limitations (Pilot Phase)

  • OpenAI feature parity: Some OpenAI features (e.g., images, audio, realtime APIs) are not available
  • Model stability: Model aliases are stable, but the backing models may change as the platform evolves. See Available Models for the current mapping
  • Service stability: The service is under active development. Expect occasional interruptions or updates

Reporting Issues & Feedback

Your feedback directly shapes the next iteration of TULIP. Please report:

  • Inconsistent or incorrect model behavior
  • Reliability issues or latency spikes
  • Suggestions for new models or capabilities

How to report:


For more information, see the roadmap.