It took 4 years to master ‘The Knowledge.’ AI just collapsed it in a software update

The piece argues that defenders should stop relying on pattern-based detection (which AI can erode) and instead focus on understanding organization-specific normal behavior, connecting signals across kill-chain stages, and making machine-speed verdicts; it emphasizes human judgment and context as the durable defensive advantage rather than reporting any concrete cyber incident.