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You can wash the eyes with some warm saline and dry them well with a clean, dry towel. If the gunk comes right back, you are probably dealing with infections and need to see the vet for antibiotics.
The good thing about puppies is that most vets will take a look at all the puppies and only charge you for one office visit. Be sure to ask before you go, though.
Let me know if you still have questions.