Everyone’s hyped about LLMOps. But here’s the truth: it’s just MLOps—on hard mode.
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Versioning? Harder. You’re not just tracking datasets—you’re managing billion-parameter checkpoints.
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Observability? Trickier. Hallucinations don’t show up in accuracy metrics.
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Drift? Way more subtle. Prompt drift is a new beast.
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Deployment? Good luck. You need GPU orchestration, not just container scaling.

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