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LLMOps: Managing Lifecycles of AI Agents in Production

  • LLMOps, or Large Language Model Operations, is crucial for managing the lifecycles of LLMs in production.
  • LLMOps involves special considerations like prompt engineering, hallucination prevention, context-window constraint, and dynamic feedback loops.
  • Proper LLMOps management is essential for supporting the launch of AI-native apps and addressing issues like prompt drift and the need for accurate user feedback loops.
  • LLMOps is vital for ensuring reliable, scalable, and compliant AI solutions, from design to retirement, in various applications like contract analyzers, compliance bots, and support agents.

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