<ul data-eligibleForWebStory="false">Drowning in work, author decides to build AI PM assistant from scratch.Struggles with setup, document ingestion dance, and testing real questions.Overcomes challenges with modular architecture, context management, error handling, and bug squashing.Prototype validates AI can assist PM work, leading to building a real tool.AI development is more about data quality, system integration, and user experience.