America’s largest and most secretive intelligence agency had been deeply infiltrated.

“They had operational insight that even most of my fellow operators at T.A.O. did not have,” said Mr. Williams, now with Rendition Infosec, a cybersecurity firm he founded. “I felt like I’d been kicked in the gut. Whoever wrote this either was a well-placed insider or had stolen a lot of operational data.”