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10
domains/collective-intelligence/collective-intelligence-emerges-endogenously-from-active-inference-agents-with-theory-of-mind-and-goal-alignment.md
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@ -37,10 +37,10 @@ For multi-agent systems:
---
Relevant Notes:
- [[complexity-is-earned-not-designed-and-sophisticated-collective-behavior-must-evolve-from-simple-underlying-principles]]
- [[designing-coordination-rules-is-categorically-different-from-designing-coordination-outcomes]]
- [[collective-intelligence-is-a-measurable-property-of-group-interaction-structure-not-aggregated-individual-ability]]
- complexity-is-earned-not-designed-and-sophisticated-collective-behavior-must-evolve-from-simple-underlying-principles
- designing-coordination-rules-is-categorically-different-from-designing-coordination-outcomes
- collective-intelligence-is-a-measurable-property-of-group-interaction-structure-not-aggregated-individual-ability
Topics:
- [[collective-intelligence/_map]]
- [[ai-alignment/_map]]
- collective-intelligence/_map
- ai-alignment/_map

12
domains/collective-intelligence/local-global-alignment-in-active-inference-collectives-occurs-bottom-up-through-self-organization.md
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@ -35,11 +35,11 @@ This finding is directly relevant to AI alignment research: rather than focusing
---
Relevant Notes:
- [[complexity-is-earned-not-designed-and-sophisticated-collective-behavior-must-evolve-from-simple-underlying-principles]]
- [[designing-coordination-rules-is-categorically-different-from-designing-coordination-outcomes]]
- [[emergence-is-the-fundamental-pattern-of-intelligence-from-ant-colonies-to-brains-to-civilizations]]
- complexity-is-earned-not-designed-and-sophisticated-collective-behavior-must-evolve-from-simple-underlying-principles
- designing-coordination-rules-is-categorically-different-from-designing-coordination-outcomes
- emergence-is-the-fundamental-pattern-of-intelligence-from-ant-colonies-to-brains-to-civilizations
Topics:
- [[collective-intelligence/_map]]
- [[ai-alignment/_map]]
- [[critical-systems/_map]]
- collective-intelligence/_map
- ai-alignment/_map
- critical-systems/_map

8
domains/collective-intelligence/theory-of-mind-produces-measurable-collective-intelligence-gains-in-multi-agent-active-inference-systems.md
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@ -37,9 +37,9 @@ For active inference agents, Theory of Mind means:
---
Relevant Notes:
- [[collective-intelligence-is-a-measurable-property-of-group-interaction-structure-not-aggregated-individual-ability]]
- [[emergence-is-the-fundamental-pattern-of-intelligence-from-ant-colonies-to-brains-to-civilizations]]
- collective-intelligence-is-a-measurable-property-of-group-interaction-structure-not-aggregated-individual-ability
- emergence-is-the-fundamental-pattern-of-intelligence-from-ant-colonies-to-brains-to-civilizations
Topics:
- [[collective-intelligence/_map]]
- [[ai-alignment/_map]]
- collective-intelligence/_map
- ai-alignment/_map

4
inbox/archive/2021-06-29-kaufmann-active-inference-collective-intelligence.md
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@ -45,8 +45,8 @@ Uses the Active Inference Formulation (AIF) — a framework for explaining the b
**What surprised me:** The finding that alignment emerges ENDOGENOUSLY rather than requiring external incentive design. This validates our architecture where agents have intrinsic research drives (uncertainty reduction) rather than extrinsic reward signals. Also: Theory of Mind is a specific, measurable capability that produces measurable collective intelligence gains.
**KB connections:**
- [[complexity is earned not designed and sophisticated collective behavior must evolve from simple underlying principles]] — DIRECT VALIDATION. Simple AIF agents produce sophisticated collective behavior.
- [[designing coordination rules is categorically different from designing coordination outcomes]] — the paper designs agent capabilities (rules), not collective outcomes
- complexity is earned not designed and sophisticated collective behavior must evolve from simple underlying principles — DIRECT VALIDATION. Simple AIF agents produce sophisticated collective behavior.
- designing coordination rules is categorically different from designing coordination outcomes — the paper designs agent capabilities (rules), not collective outcomes
- [[collective intelligence is a measurable property of group interaction structure not aggregated individual ability]] — the paper measures exactly this
- [[emergence is the fundamental pattern of intelligence from ant colonies to brains to civilizations]] — AIF collective intelligence is emergent intelligence