The PHP `empty()` function is problematic because it tests multiple conditions simultaneously (null, false, 0, empty string, empty array) which can lead to unexpected bugs and silent failures with undefined variables. Instead of using `empty()`, developers should use explicit comparisons like `$var === []` for arrays, `$var === ''` for strings, or `$var === 0` for integers to write more predictable and maintainable code.