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In Flutter development, layout adaptation issues are often related to differences in screen size and resolution. Here are some common solutions:

• Use MediaQuery: Get the screen size through MediaQuery.of(context).size and dynamically adjust the layout according to the screen size.
• Use Flexible and Expanded: Use Flexible and Expanded in Row, Column, or Flex to flexibly allocate space.
• Use LayoutBuilder: Get the size of the parent container through LayoutBuilder and decide how to layout the child components accordingly.
• Use SizedBox and FractionallySizedBox: SizedBox allows you to specify a fixed size, while FractionallySizedBox allows you to set the size of the child component based on the size of the parent component.
• Use Adaptive: Use the Adaptive component to adjust the layout according to different screen sizes and orientations.
• Use GridView.builder: Create a responsive grid layout with GridView.builder, which dynamically adjusts the number of grid items according to the screen size.
• Use CustomPainter: If you need a more complex custom layout, you can use CustomPainter to draw manually.
• Use Responsive Framework: Consider using responsive frameworks such as flutter_screenutil, which provide a set of tools to simplify adaptation of different screen sizes.
• Use Breakpoints: Define breakpoints based on screen size and change the layout at these breakpoints.
• Test and Optimization: Use Flutter’s hot reload feature to test layouts on different devices and screen sizes and optimize based on test results.

For specific issues, more detailed code and layout structure are required to provide a more specific solution.