World's Fair 2024
Creating and scaling your own custom copilots with Azure AI Studio: Hanchi Wang
Overview
This talk introduces Azure AI Studio and Prompt Flow, a suite of tools designed to streamline the development, evaluation, and deployment of AI applications. The core thesis is that while large language models are powerful, they require integration with domain-specific knowledge and tools, along with careful filtering, evaluation, and continuous monitoring to be effective in enterprise settings. These tools aim to make AI application building efficient and trustworthy.
Who should watch
- AI Engineers
- Product Managers
- Builders of AI applications
- Those looking to integrate LLMs with custom data and tools
- Teams needing to evaluate and monitor AI application performance
- Developers working with Azure AI services
Key takeaways
- Azure AI Studio provides a development top for building AI applications, offering pre-trained APIs, machine learning capabilities, and MLOps management.
- Prompt Flow is an open-source SDK and toolset that complements AI Studio, enabling developers to build, test, trace, and evaluate AI applications locally or in the cloud.
- Key features highlighted include tracing and instrumentation for debugging, evaluation capabilities for assessing application quality and safety, and monitoring for production workload visibility.
- The talk demonstrated a chatbot application using the Assistant API with tools for SQL query generation and code interpretation, showcasing how Prompt Flow's trace decorator captures events and interactions.
- Prompt Flow's evaluation tools allow for regular assessment of application quality, including content safety and custom metrics like execution time and similarity scores, facilitating model comparison.
- Monitoring capabilities, integrated with Azure Application Insights, provide insights into performance, usage, and feature metrics in production, allowing for proactive issue identification.
- *Tracing and instrumentation are top priorities for developers.*
- *Running evaluation regularly is definitely critical.*
Notable quotes
Hanchi Wang stated that *2024 is the year organizations truly began using and deriving basis values from this new technology*.
Wang also mentioned that *AI is not just a plug and play solution; it cannot be just tugged onto existing applications*.
Unofficial community note. Prefer the recording for nuance.