The problem with most AI deep research functionality to date is it lacks specific direction and can produce general, inaccurate and surface level reports. You don’t know what it pulled, why it pulled it, or how it reached a conclusion. That makes deep research, copy and creative strategy feel shallow and inconsistent. Claude Skills just flipped that model. You define a skill that mirrors your process, then refine it in real time as you work. No re-uploads. No rebuilds. It learns the same way you
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