The following documents and videos describe the Flutter framework's architecture:
Technical Overview (on flutter.dev)
Inside Flutter (on flutter.dev)
The Mahogany Staircase - Flutter's Layered Design (on YouTube)
Flutter's Rendering Pipeline (on YouTube)