I'm gonna say you don't stretch half as much as you need to. Also, get a pvc poop pipe and roll out your back and legs on it. Medical tape helps keep it from sliding on carpet.
You too can look as thrilled as this guy:
And do runner's stretch - likely, your knees hurt because your hips are way too tight and pulling on your quads, which are pulling on the knee.
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