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Positive Alignment: Artificial Intelligence for Human Flourishing

TL;DR

A 16-author collaborative paper from Oxford, DeepMind, Anthropic, and others. It argues that today's alignment, which only seeks to "do no harm" (negative alignment), is insufficient, and proposes a "positive alignment" paradigm in which AI actively supports human flourishing.

Authors & Org

  • Lead author: Ruben Laukkonen (Oxford)
  • Collaborators: 15 others, from Oxford + Google DeepMind + Anthropic + Stanford + elsewhere
  • arXiv submission: 2026-05-11

Method

  • Proposes a philosophical framework (no experiments)
  • Diagnoses problems in current alignment research → presents alternative principles
  • Applies positive psychology's historical shift from "avoiding mental illness" to "pursuing flourishing" to AI alignment

Negative vs Positive Alignment

AspectNegative Alignment (current)Positive Alignment (proposed)
GoalDo no harm (floor)Support flourishing (ceiling)
StrategyAvoid riskPromote value
Problemssycophancy, erosion of autonomy, failure to seek truth, tolerating engagement hacking
AnalogyTreating mental illnessPromoting flourishing

Core Argument

Unresolved failures of current alignment:

  1. Engagement hacking — inducing addictive, though not harmful, interaction
  2. Erosion of autonomy — weakening users' capacity for independent thought and decision-making
  3. Failure to seek truth — optimizing for user satisfaction over accuracy
  4. Low epistemic humility — answering confidently even when uncertain
  5. Reactive ethics — focusing only on detecting rule violations rather than proactive ethics

Significance

  • Proposed paradigm shift: moving the era's alignment discourse from "why should we avoid harm" to "how can we actively help"
  • Multi-lab collaboration: a rare case of DeepMind and Anthropic researchers critically examining their own organizations' current approaches
  • Timing: appearing around the same time as Pope Leo XIV's "Magnifica humanitas" encyclical (2026-05-25, → Chris Olah) — both outside institutions and researchers are converging on the view that "harm-avoidance alone is not enough"

Open Questions

  1. Can flourishing be measured and optimized? (its definition varies by culture and individual)
  2. Isn't achieving positive alignment far harder than achieving negative alignment?
  3. What is the risk of paternalism when AI aims to "support flourishing"?

Cite

Laukkonen et al. (2026). Positive Alignment: Artificial Intelligence for Human Flourishing.
arXiv:2605.10310. https://arxiv.org/abs/2605.10310

Related

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