Pāhonoa te oro

The cost of discovering software vulnerabilities just dropped to near zero. The cost of fixing them did not. That gap is about to break things. If you are a defender, a vulnerability manager, a SOC analyst, or a CISO, what follows should fundamentally change how you think about the next 12 months. AI-driven vulnerability discovery has crossed a threshold, and the systems we have built around patching cadence, risk acceptance, and remediation workflows are not ready for what is coming.