Your AI is only as good as the ticket you hand it. We dig into how vague requirements sabotage both humans and machines, why Behaviour Driven Development (BDD) acceptance criteria act as a clarity multiplier, and how the simple Given-When-Then structure turns fuzzy intent into something AI can reliably execute. If you're leading teams, working with AI agents, or just tired of reviewing PRs that “technically work” but miss the point, this is your guide to writing tickets that actually get the right thing built.