Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

Good writing can wobble at the finish line when the references go wrong. Reviewers notice. Teachers notice. Readers who care about sources notice first of all. Bibliography mistakes do not only weaken credibility, they slow down the whole process because every small error leads to another round of checking. This guide looks at the errors that appear again and again, plus how an AI-aware workflow reduces them without turning the page into a sales pitch. The goal is a clean, verifiable bibliography that supports the argument rather than distracts from it.