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The Dot and the Swarm - Benefitting from the Bitter Lesson

Ethan Mollick, One Useful Thing · 2026-10-01.October 1, 2026

Summary

The **Bitter Lesson** is that tasks we assume require elaborate human-designed rules and structures may increasingly be solved by more capable AI systems themselves—and if you read nothing else, visit Ethan Mollick’s site and listen to the AI-composed song explaining it. Much of today’s organisational structure exists to manage human problems such as conflicting incentives, information silos, communication limits and competition for credit; teams of AI agents do not necessarily have those same problems. The implication is that agents may increasingly organise and coordinate their own work, while the human role shifts toward deciding what they should work on, guiding their direction and making sure the system remains aligned with our goals.

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Ethan Mollick, One Useful Thing · 2026-10-01

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PublicationOne Useful Thing
Author / creatorEthan Mollick
Source dateOctober 1, 2026
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Key Takeaways

  • The Bitter Lesson may apply to agent organisation too. Structures and workflows that humans carefully design may become less necessary as more capable AI systems learn to divide, coordinate and execute work themselves.
  • Much of organisational design exists to manage human problems. Hierarchies, reporting lines and management processes help deal with limited communication, conflicting incentives, information silos and competition for credit—problems that teams of AI agents may not share in the same way.
  • Agent organisations may therefore look very different from human organisations. Instead of recreating departments, reporting lines and management layers, agents may be able to form and reorganise around the work itself.
  • The human role moves upward rather than disappearing. As agents become better at organising and executing work, people become more responsible for deciding what is worth doing, setting direction, evaluating outcomes and ensuring the system remains aligned with human goals.