For over three decades, enterprise cybersecurity relied on a predictable operational metric: Time-to-Exploit (TTE). When vendors disclosed a critical Common Vulnerabilities and Exposures (CVE) entry, security operations centers (SOCs) operated within a multi-week grace period. This temporal window allowed teams to test staging builds, schedule maintenance, and deploy patches before threat actors manually reverse-engineered binaries into weaponized exploits. That defensive buffer has officially collapsed. The maturation of multi-agent reasoning frameworks and autonomous code-synthesis engines has compressed the vulnerability-to-exploitation window from weeks down to hours. Threat actors no longer manually analyze binary patch diffs or construct custom fuzzers. Instead, specialized offensive AI pipelines ingest vendor disclosures, evaluate application logic, and compile functional zero-day exploits at machine speed. Offensive execution velocity has now permanently outpaced human-centric ...
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