programmatic control

Teaching AI to Learn From Screen Video and Improve Over Time

You've built the control loop, programmatic inputs, screen capture as visual feedback. The missing piece is an AI that actually *watches* the screen before deciding what to do next. Frustratingly, most models treat visual data as optional. What you need is a system with persistent memory that learns from every interaction, not one that forgets what it saw moments ago. For a deeper look at managing memory efficiently, our piece on adaptive hierarchical routing explores how structured recall can preserve context without drowning in data.