Weaviate Podcast
Morningstar Intelligence Engine with Aravind Kesiraju - Weaviate Podcast #111!
Jan 8, 2025
Join Aravind Kesiraju, Principal Software Engineer at Morningstar, as he shares insights on the development of the Morningstar Intelligence Engine. They discuss the fascinating world of no-code/low-code AI applications and how to build advanced financial chatbots. Discover the intricacies of integrating diverse data sources and optimizing language models for financial tasks. Explore the evolution of Retrieval-Augmented Generation (RAG) data pipelines and the challenges of managing sensitive financial information while enhancing chatbot performance with intelligent question classification.
53:25
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Quick takeaways
- The Morningstar Intelligence Engine offers a no-code, low-code platform to build advanced AI applications, enhancing user interaction and tool integration.
- Innovations in RAG pipelines at Morningstar focus on chunking strategies and automated ingestion, improving the efficiency and accuracy of data retrieval.
Deep dives
Overview of the Morningstar Intelligence Engine
The Morningstar Intelligence Engine is designed to facilitate the creation of next-generation AI applications through a no-code, low-code platform. It provides an API-driven solution that goes beyond simple chatbot interactions, allowing users to build AI-based agents and incorporate custom tools. The engine supports capabilities such as text-to-SQL operations and the integration of various data sources, enhancing its functionality for both internal teams and external customers. This setup helps streamline workflows and enables users to efficiently process and retrieve relevant information from vast datasets.
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