Start with intuition. Follow it into the math and the code.
Keep what is clear, and leave room for what is still taking shape.
Why attention needs scaling
From dot-product variance to the concentration of softmax weights.
What should we ask after a task fails?
Separate observations, explanations, and hypotheses before testing a repair.