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recommendations are not driven by cookies.

What are they driven by then? My youtube recommendations reset completely every time I clear my cookies.

Only if you use Youtube without logging in. Otherwise, your watch history is stored in your account so the cleaning of the cookies does nothing.

Your user account, if you're logged in to google

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