https://blog.lameiro0x.com/tags/machine-learning/Recent content in Machine-Learning on Miguel Lameiro | Cybersecurity Blog & Security WriteupsHugo -- 0.161.1en-usTue, 05 May 2026 00:00:00 +0000https://blog.lameiro0x.com/notes/ai-security/llmops-pipeline-from-data-to-safe-prediction/Tue, 05 May 2026 00:00:00 +0000https://blog.lameiro0x.com/notes/ai-security/llmops-pipeline-from-data-to-safe-prediction/<h2 id="introduction">Introduction</h2> <p>LLMOps is the operational layer around LLM applications. It is not only model deployment. A useful LLM workflow also needs data preparation, artifact versioning, orchestration, prompt consistency, endpoint management, safety checks, and monitoring.</p> <p>The main lesson from this course is that an LLM application becomes production-ready only when the surrounding system is controlled. The model is one component. The data pipeline, prompt format, evaluation split, deployment strategy, and response metadata are just as important.</p>