Traditional anti-malware solutions rely on signature-based detection, meaning they can only identify known threats. This approach is ineffective against modern malware that utilizes techniques like polymorphism, constantly changing their code to evade detection. Additionally, traditional solutions often employ a reactive approach, addressing threats only after they have infiltrated the system, potentially leading to significant damage.