A Humanitarian Crises Situation Report AI Assistant: Exploring LLMOps with Prompt Flow

TL;DR

There are lots of tutorials on using powerful Large Language Models (LLMs) for knowledge retrieval. However, if considering real-world application of these techniques, engineering best practices need to be applied and these should be extended to mitigate some of the new risks associated with LLMs, such as hallucinations. In this article, we explore how to implement some key areas required for operationalizing LLMs — such as safety, prompt engineering, grounding, and evaluation — developing a simple Prompt Flow to …

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