34 | Advanced cyberdefense AI¶
Bottleneck¶
Adversarial adaptation, false positives, autonomy limits
Backchain¶
- Foundations I: W1 algorithms/probability
- Foundations II: W2 security/reliability
- Specialization: AI & autonomous science
First proof of work¶
Sandbox defender benchmark with immutable evaluator and attack simulation