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O'Reilly Media Paperback English
LLMOps
Managing Large Language Models in Production
By Abi Aryan
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Here's the thing about large language models: they don't play by the old rules. Traditional MLOps completely falls apart when you're dealing with GenAI. The model hallucinates, security assumptions crumble, monitoring breaks, and agents can't operate. Suddenly you're in uncharted territory. That's exactly why LLMOps has emerged as its own discipline. LLMOps: Managing Large Language Models in Production is your guide to actually running these systems when real users and real money are on the line. This book isn't about building cool demos. It's about keeping LLM systems running smoothly in the real world. Navigate the new roles and processes that LLM operations requireMonitor LLM performance when traditional metrics don't tell the whole storySet up evaluations, governance, and security audits that actually matter for GenAIWrangle the operational mess of agents, RAG systems, and evolving promptsScale infrastructure without burning through your compute budget
Here's the thing about large language models: they don't play by the old rules. Traditional MLOps completely falls apart when you're dealing with GenAI. The model hallucinates, security assumptions crumble, monitoring breaks, and agents can't operate. Suddenly you're in uncharted territory. That's exactly why LLMOps has emerged as its own discipline. LLMOps: Managing Large Language Models in Production is your guide to actually running these systems when real users and real money are on the line. This book isn't about building cool demos. It's about keeping LLM systems running smoothly in the real world. Navigate the new roles and processes that LLM operations requireMonitor LLM performance when traditional metrics don't tell the whole storySet up evaluations, governance, and security audits that actually matter for GenAIWrangle the operational mess of agents, RAG systems, and evolving promptsScale infrastructure without burning through your compute budget