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Devil’s advocate / Topic collection

Claims under adversarial review.

Control over intelligence. Computational models of reality.
Evidence, assumptions and consequences.

4 articles

4 articles

01

AI / Adversarial analysis

AI persistence and loss of control

A safety engineer and philosopher test 2026 evidence of agentic misalignment, real-world spillover and the limits of control.

8 min
02

AI / Adversarial analysis

AI power: ownership, dependence and control

A researcher and an institutional critic distinguish concentrated ownership, institutional dependence and autonomous loss of control.

8 min
03

AI / Adversarial analysis

AI self-models and subjective experience

A dialogue between a machine-learning researcher and a philosopher examines self-description, functional awareness and the evidence that subjective experience would require.

6 min
04

AI / Adversarial analysis

Military AI and human control

A military planner and humanitarian-law researcher examine competitive delegation, supplier power and meaningful human control.

8 min