34 | Advanced cyberdefense AI¶
Bottleneck¶
Adversarial adaptation, false positives, autonomy limits
Backchain¶
- Foundations I: W1 algorithms/probability
- Foundations II: W2 security/reliability
- Specialization: AI and autonomous science
First proof of work¶
Sandbox defender benchmark with immutable evaluator and attack simulation
Connected study¶
Editorial study connections grounded in the existing technology bottlenecks and subject descriptions. Background is useful preparation, not a validated prerequisite or a complete technology curriculum.
Specific subject connections have not been mapped yet.