The embedded colour profile issue is because whatever software you're using to output the image, is not assigning a colour profile (colour space) to the image.
Photoshop is asking you if you want to assign a profile to the image so that colour management can take place.
Start off by assigning the image the Adobe RGB profile, process your image, convert back to sRGB for the web and save the file.
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