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Automated Exploit Generation

Definition ∞ Automated exploit generation is the process where software automatically creates code designed to take advantage of security vulnerabilities. This technology employs algorithms and analysis techniques to identify weaknesses in software or network protocols and then construct functional exploits without direct human intervention for each step. Such systems can significantly accelerate the discovery and weaponization of vulnerabilities, posing a substantial risk to digital infrastructure. Within blockchain, this could target smart contract flaws or consensus mechanism weaknesses.
Context ∞ In the digital asset space, automated exploit generation represents a significant concern for the security of decentralized applications and underlying blockchain networks. The discussion often centers on the race between offensive capabilities and defensive measures, particularly in rapidly identifying and patching vulnerabilities before they are exploited. A critical future development involves the application of AI and machine learning to both automate exploit generation and develop equally sophisticated automated defenses.

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AI Agents Autonomously Exploit Smart Contracts Discovering Zero-Days

Frontier AI models, including GPT-5 and Claude, now demonstrate human-level capability to autonomously discover and exploit zero-day smart contract vulnerabilities, accelerating the threat landscape.