title: "Exploit Factories | Subconscious"

AI tooling has significantly lowered the barrier for discovering and using software vulnerabilities, leading to a rise in large-scale cyberattacks. This new reality requires every software team to adopt a proactive cybersecurity posture. The proposed solution is the creation of an "Exploit Factory," an AI-powered workflow that continuously probes a product for vulnerabilities and suggests patches. This defensive system would operate alongside AI-driven "Software Factories" and rely on inference platforms optimized for long-running agents and open-weight models capable of performing security tasks.