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Explore the challenges and solutions for implementing AI agents in large-scale software development environments through this 19-minute conference talk from the AI Engineer World's Fair. Learn why current LLMs struggle with existing codebases and discover practical demonstrations of how pre-LLM tools already enhance developer capabilities beyond human limitations. Examine specific user interface challenges for AI systems and gain insights into a vision for superintelligent developer assistants. Understand the gap between AI promise and reality in code generation and maintenance, with concrete examples of both failures and successes in automated software development tools. Discover how static analysis combined with AI can automate common development tasks, drawing from real-world experience with infrastructure automation and software modernization projects across Fortune 500 companies.
