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…

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This article explores how to implement key areas required for operationalizing Large Language Models (LLMs), such as safety, prompt engineering, grounding, and evaluation. It focuses on using Prompt Flow, an open-source project developed by Microsoft, to create a simple demo AI assistant for answering questions about humanitarian disasters using information from situation reports on the ReliefWeb platform.

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

Operationalizing Large Language Model Applications

An AI assistant to answer questions about active humanitarian disasters

Setup of the demo Prompt Flow application