vulnerability discovery

AI-driven vulnerability discovery is shifting the advantage from attackers to defenders. Tools like Anthropic’s Claude Mythos Preview are identifying hundreds of vulnerabilities, making security more cost-effective than relying on expensive external consultants. While AI integration incurs compute costs and requires hallucination mitigation, it eliminates human constraints in code analysis, offering a cost-effective alternative to re-writing legacy code. This progress promises a future where defense teams hold a strategic advantage.