WASHINGTON—On a moonless night in early July, several dozen Army Delta Force commandos touched down at an oil-storage facility in eastern Syria.

The plan: Neutralize the terrorist guards, search a makeshift prison, find American journalists James Foley and Steven Sotloff and other hostages, and fly off to safety. It was all supposed to take 20 minutes.

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