Hindsight bias is the tendency, once an outcome is known, to see it as having been more predictable than it actually was beforehand — and, more specifically, to misremember one's own past predictions as having been more accurate than they really were. This isn't simple forgetfulness; it's an active reconstruction where the past gets quietly edited to match what's now known to be true.
The practical cost of hindsight bias is that it makes past decisions look worse (or better) than the information available at the time actually justified, punishing good decisions that happened to produce bad outcomes and rewarding bad decisions that happened to get lucky — which corrodes the ability to fairly evaluate whether a decision-making process was actually sound.