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In lecture 7 we consider the balance of power between humans and AI systems. We begin by considering the nature of human agency, and evidence that humans seek to maintain their freedom and control over the environment. We consider how AI may gradually erode human agency, as technology is embedded in critical systems and infrastructure. We explore how power can be exercised through technical systems (e.g. a bureaucracy) and by exercising influence. AI is now superhuman at persuasion, and exceptionally cyber capable. We consider the concept of instrumental convergence, evidence for AI “scheming” and assess the possibility of loss of control to AI.

What you need to understand:

  1. Empowerment
  2. Instrumental convergence
  3. Reward hacking / Specification gaming
  4. Rhetorical strategies for attitudinal vs. action persuasion
  5. AI scheming, e.g. sandbagging
  6. Model intentionality

Sample essay questions

What are the different ways that AI could disempower humans, either gradually or acutely?

What is the evidence for strong AI persuasion, and how could it impact society?

Reading List

Braendle 2025

Yiu 2025

Salge 2013

Mumford 1934

Sharma 2026

Sturgeon 2026

Kulevit 2025

Costello 2024

Summerfield 2025

Hackenburg 2025

Hackenburg 2026a

Hackenburg 2026b

Greenblatt 2026

AISI 2026

Ngo 2024

Kraknova 2020

Bondarenko 2025

Carlsmith 2021

Summerfield 2025 (second)

Kowal 2026

Summerfield 2025b

Van der Weij 2024

Fasano 2026

Lynch 2026