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Explore the technical challenges behind building context-aware AI development environments in this 14-minute conference talk from the AI Engineer World's Fair. Discover how Windsurf tackles the core problem of making AI IDEs truly understand your codebase beyond simple code generation, diving into the complexities of predicting developer intent, matching existing code patterns and styles, and tracking how local changes impact larger codebases. Learn why traditional code indexing approaches fall short and examine the infrastructure solutions needed to balance retrieval quality with latency constraints while scaling effectively as codebases grow. Gain insights into the engineering approaches for transforming massive codebases into collections of useful context, addressing one of the most significant challenges in the AI IDE space through real-world implementation experiences and technical solutions.