Inside the book

1. Learning and Cybersecurity. Where the contest moved from tools to loops.
2. The Learning Advantage Trajectory. Why the race is about speed, and why speed means getting ahead.
3. What Drives the Learning Trajectory. The sources of speed and acceleration, and what is peculiar to cyber.
4. Is the Learning Safe? The integrity of the loop, and why compounding cuts both ways.
5. A Trust Stack. The seven places the loop can be corrupted, and how to hold each.
6. The Anatomy of Corruption. Where it lives, what kinds there are, and how each is measured.
7. The Cost of a Lie. What it must cost to make a machine believe a falsehood, and keep believing it.
8. The War for the Ground Truth. The reference frame under attack, from the corpus to the nation.
9. The Measurement Game. When the score becomes the target, and the game theory that emerges.
10. The Independence Problem. Who grades the defender, and what to do on Monday morning.

Coda: Learning After Intelligence. What the loop, the ladder, and the moat become when minds stop being the ceiling.