The 80/20 Principle

318: AI is a consensus machine (and here's why that's good for some lawyers)

Nov 26, 2025
Explore the transformative impact of AI on the legal profession. Discover how surface-level tasks are at risk of automation, while innovative lawyers who prioritize strategic thinking and deeper insights will thrive. Learn about a judge's unique criteria for practical decision-making and why understanding complex legal scenarios is essential. Embrace AI as a tool for enhancing judgment rather than as a replacement. The future is bright for lawyers who adapt and evolve in this rapidly changing landscape.
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INSIGHT

AI As A Consensus Machine

  • AI excels at finding consensus and exposing common patterns in written data.
  • That strength makes it poor at exercising judgment about unique, real-world trade-offs.
ANECDOTE

Clerkship Lesson About Real-World Judgment

  • Ernie recounts a clerkship memo where he recommended excluding a witness but the judge refused.
  • The judge prioritized trial time savings and reversal risk over the straightforward legal rule.
INSIGHT

The Blind Spot Of Pattern-Based Analysis

  • Many legal decisions hinge on lived-experience judgment, not just case citations.
  • AI would likely replicate the same legal analysis and miss practical considerations.
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