place an attribute of contenteditable=”true” like so:
<li contenteditable="true">text to edit</li>
i built kitgui.com from scratch and it uses this technique. i would look at the techniques in UI there so you can get an idea of a good INLINE approach
you need to also have a way for people to save things which is a whole other answer
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solved How to let users enter text into