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Ok whenever I do not have a trailing slash the mod_rewrite defaults to the homepage. This is how all the links work currently, I have tried turning off mod_rewrite in the ADMIN > SYSTEM > CONFIG > WEB > SEO and it still did not work. I did refresh the cache
I also tried adding the slash in the ADMIN > CATALOG > URL REWRITE MANAG and then it gave me the OPPS page not found error