Parrot: Efficient Serving of LLM-based Applications with Semantic Variable

Explore a groundbreaking conference talk on Parrot, an innovative LLM service system designed to enhance the end-to-end performance of LLM-based applications. Discover how Semantic Variable, a unified abstraction, exposes application-level knowledge to public LLM services, enabling more efficient programming of AI agents and co-pilots. Learn about the potential for order-of-magnitude improvements in popular LLM application use cases through advanced data flow analysis and optimization techniques. Gain insights into the future of LLM service architecture and its impact on diverse tenant applications with complex workflows.

OSDI '24 - Parrot: Efficient Serving of LLM-based Applications with Semantic Variable