What is the oracle problem?

The fact that a blockchain can guarantee data was not altered after it was recorded, but never that it was true when recorded — so an oracle feeding bad data becomes a single point of failure no on-chain security can fix.

It is the crux distinction between integrity (guaranteed) and authenticity (not). Because a naive oracle re-introduces the centralized trust a blockchain was meant to remove, most oracle research is really trust research.