Edition · Tuesday, 12 May 2026
What happened, the forces beneath it, why it matters — then your turn.
01 · Lesson · why it matters
How AI accelerates the oldest problem in cybersecurity
Google confirms AI-assisted hacking is operational. Learn how the adversarial loop works, why attackers always had structural advantage, and what automation changes about the race.
7 min
Read the lesson
02 · Lab · your turn
Attack Surface Asymmetry
Defenders must secure every entry point in a system; attackers need to find just one weakness—the imbalance in required coverage creates structural advantage for offense over defense.
Rehearse the decision