AWS re:Invent 2025 -Fidelity Investments: Text-to-SQL for data analytics at enterprise scale-IND3323

Описание: Learn how Fidelity Institutional (FI) developed and implemented a sophisticated Text-to-SQL generative AI solution that enables non-technical domain experts to interact with complex structured data using natural language. Dive deep into the architecture and technical implementation details of a system that handles complex database schemas, multiple table relationships, and generates complex SQL queries. We’ll cover advanced topics including natural language understanding optimization, query re-write, vector search, SQL generation strategies, query safety mechanisms, and performance tuning for large-scale structured data operations. Discover the validation frameworks, monitoring systems, and API design patterns that make this solution robust and reusable.

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