The single technique that turns most brute-force loops into linear-time solutions.
The most common junior-interview footgun is a nested loop where a hash-map lookup would do. This track pulls together the problems where the same pattern — remember what you've seen so far, check the complement — collapses O(n²) code into a single pass.
You'll leave with a reflexive habit: when the naive solution asks the same lookup question repeatedly, reach for a hash map before you reach for a second loop.