Everyone’s hyped about LLMOps. But here’s the truth: it’s just MLOps—on hard mode.

  • Versioning? Harder. You’re not just tracking datasets—you’re managing billion-parameter checkpoints.

  • Observability? Trickier. Hallucinations don’t show up in accuracy metrics.

  • Drift? Way more subtle. Prompt drift is a new beast.

  • Deployment? Good luck. You need GPU orchestration, not just container scaling.


  • Evaluation? Traditional metrics (accuracy, precision) don’t cut it. You need human feedback loops.

  • Governance? The risks are higher. One wrong output can lead to brand damage or legal issues.

LLMOps isn’t just MLOps. It’s MLOps+Regulations+UX+Latency+Explainability+PromptOps.

Learn how teams are solving these problems (for real) at https://abracadata.space/