Thousands of operating system and browser vulnerabilities triggered Anthropic to withhold the Claude Mythos Preview. The model discovered flaws that exceed human review capacity. This mirrors OpenAI's early GPT-2 caution but provides concrete technical evidence. Security practitioners must now prepare for automated exploit discovery that outpaces traditional patching cycles.