{"id":75724,"date":"2026-03-25T18:26:32","date_gmt":"2026-03-25T18:26:32","guid":{"rendered":"https:\/\/www.cloudthat.com\/resources\/?post_type=blog&#038;p=75724"},"modified":"2026-03-25T18:29:57","modified_gmt":"2026-03-25T18:29:57","slug":"from-mlops-to-llmops-what-engineers-must-learn","status":"publish","type":"blog","link":"https:\/\/www.cloudthat.com\/resources\/blog\/from-mlops-to-llmops-what-engineers-must-learn","title":{"rendered":"From MLOps to LLMOps: What Engineers Must Learn"},"content":{"rendered":"<p>For the past several years, <strong>MLOps<\/strong> has been the backbone of production machine learning. It brought structure to chaotic workflows\u2014introducing reproducible pipelines, model versioning, CI\/CD for ML, and monitoring for drift and degradation. Engineers learned how to take models from notebooks to production reliably.<\/p>\n<div>\n<p>Then <strong>large language models (LLMs)<\/strong> entered the enterprise.<\/p>\n<p>Suddenly, many teams assumed MLOps would be enough. After all, LLMs are still models, right? In practice, this assumption breaks quickly. While MLOps solved critical problems for classical machine learning, <strong>LLMs introduce an entirely new operational reality<\/strong>\u2014one that demands a new discipline: <strong>LLMOps<\/strong>.<\/p>\n<p>For engineers, this transition is not optional. It represents a fundamental expansion of skills, mental models, and responsibilities.<\/p>\n<\/div>\n","protected":false},"author":349,"featured_media":74895,"parent":0,"comment_status":"open","ping_status":"closed","template":"","blog_category":[4046,11817,5120],"user_email":"niti@cloudthat.com","published_by":"349","primary-authors":["349"],"secondary-authors":"","acf":[],"_links":{"self":[{"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/blog\/75724"}],"collection":[{"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/types\/blog"}],"author":[{"embeddable":true,"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/users\/349"}],"replies":[{"embeddable":true,"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/comments?post=75724"}],"version-history":[{"count":3,"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/blog\/75724\/revisions"}],"predecessor-version":[{"id":75727,"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/blog\/75724\/revisions\/75727"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/media\/74895"}],"wp:attachment":[{"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/media?parent=75724"}],"wp:term":[{"taxonomy":"blog_category","embeddable":true,"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/blog_category?post=75724"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}