We still don't know the exact story behind Dual_EC_DRBG. Maybe the NSA carefully crafted the DRBG to contain a backdoor that they knew from the outset. Maybe they didn't notice the backdoor until later (perhaps after cryptographers pointed it out) but ended up discovering the 'key' that allows you to predict the stream, completely breaking the DRBG (this is very unlikely, however). Or maybe they're no better off than the general public.
Annoyingly, there are no concrete details. Internal memos "appear to confirm that the fatal weakness, discovered by two Microsoft cryptographers in 2007, was engineered by the agency". In the latest NYT article, the internal memos "suggest that the N.S.A. generated one of the random number generators used in a 2006 N.I.S.T. standard". (What "generated" really means here is beyond me; obviously the constants were generated somehow. The question is whether or not they were generated with malicious intent. Is the 'generated' part quoted/paraphrased from the memos?)
Now I'm not saying that the NSA didn't have some malicious intent with Dual_EC_DRBG. But we have a stunning lack of any evidence. Internal memos 'appear to confirm' and 'suggest', but the bits provided from them are... lacking. Things certainly seem fishy, but we don't even know the context of the quotes.
I don't know. It certainly wouldn't surprise me if Dual_EC_DRBG was engineered to have a backdoor, but all of the articles I've read seem to carefully use weasel words when talking about it.