This is the story of how a chance encounter with Morocco's national handball team's video analyst led me to build an overnight player tracking system that transformed raw game data into winning insights for our most important match of the season - promotion to the first division.

I'll take you through the journey of meeting a coach with zero tech background who was already insane tools for handball analytics. Inspired by his data-first approach, I had one night to build my own solution before our crucial match.

You'll discover:

• How AI democratizes data analysis and software development (real examples from the video analyst's work)
• From data collection to actionable insights: designing for real-time decision making
• The power of constraint-driven development (one night, one dataset, one goal)
• Real impact through data: How first-half shooting patterns, defensive weak spots, and goalkeeper tendencies became the game-changing insights that won us the second half

This isn't just a tech talk - it's about turning raw data into victory. You'll see how modern AI tools enabled rapid data collection, analysis, and visualization that directly influenced tactical decisions during live gameplay. Whether you're working with sports data, business analytics, or any domain where decisions matter, you'll leave inspired by what's possible when data meets determination.