Every scenario here is modeled on an actual bug class — chained exploits, business logic flaws, and the mistakes real engineers ship to production. No toy puzzles built just to fit a category.
Every scenario stitches together several small mistakes, the way real incidents do — no single silver-bullet payload.
Points, ranks, and solve counts update the moment a flag lands, so you always know where you stand.
Difficulty badges and hint-free descriptions push you to actually understand the bug, not pattern-match a writeup.