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LLMOps Operationalizing Large Language Models for the Real World
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Hello! I’m Raj 😊 I ❤ to design & develop modern software
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About me Rajkumar Sakthivel (Raj) Senior Pro Dev @ Tesco Technology Founder @ tessellit_uk @rajkumarsakthi
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LLMOps Operationalizing Large Language Models for the Real World
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AI Disaster
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Cost
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Real-World Challenges
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Hallucinations & Safety
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Cost Management
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Model Drift
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Security
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Best Practices
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RAG Workflow Rule 1: Start with RAG & Fine tune later
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Prompt Versioning: Rule 2: Treat prompts like code diff tool showing how changing ‘Summarize’ to ‘TLDR’ boosted accuracy
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GPU Optimization: Rule 3: Right-size GPUs Use A100s for training, T4s for inference
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LLMOps bridges the prototype-to-production gap. Start small, monitor obsessively, and never trust an LLM alone with customers.
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Any Questions? 😊