The Singleton pattern is often implemented incorrectly with thread-safety issues or unnecessary complexity. Common anti-patterns include broken lazy initialization (not thread-safe), eager initialization (slows startup), and over-engineered double-checked locking. The two professional approaches are the Bill Pugh Holder Idiom

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