Code that looks correct at first glance but contains subtle bugs, especially in edge cases and boundary conditions. 2. **Outdated patterns** — Use of deprecated APIs, outdated libraries, or patterns that were common in older code but are no longer recommended. 3. **Security vulnerabilities** — SQL i