diff --git a/domains/collective-intelligence/collective-intelligence-emerges-endogenously-from-active-inference-agents-with-theory-of-mind-and-goal-alignment.md b/domains/collective-intelligence/collective-intelligence-emerges-endogenously-from-active-inference-agents-with-theory-of-mind-and-goal-alignment.md
index 2de78e388..af8d58e21 100644
--- a/domains/collective-intelligence/collective-intelligence-emerges-endogenously-from-active-inference-agents-with-theory-of-mind-and-goal-alignment.md
+++ b/domains/collective-intelligence/collective-intelligence-emerges-endogenously-from-active-inference-agents-with-theory-of-mind-and-goal-alignment.md
@@ -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
diff --git a/domains/collective-intelligence/local-global-alignment-in-active-inference-collectives-occurs-bottom-up-through-self-organization.md b/domains/collective-intelligence/local-global-alignment-in-active-inference-collectives-occurs-bottom-up-through-self-organization.md
index a0cc1c0fb..bce9ec1f5 100644
--- a/domains/collective-intelligence/local-global-alignment-in-active-inference-collectives-occurs-bottom-up-through-self-organization.md
+++ b/domains/collective-intelligence/local-global-alignment-in-active-inference-collectives-occurs-bottom-up-through-self-organization.md
@@ -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
diff --git a/domains/collective-intelligence/theory-of-mind-produces-measurable-collective-intelligence-gains-in-multi-agent-active-inference-systems.md b/domains/collective-intelligence/theory-of-mind-produces-measurable-collective-intelligence-gains-in-multi-agent-active-inference-systems.md
index cf5ce7e34..1cf039868 100644
--- a/domains/collective-intelligence/theory-of-mind-produces-measurable-collective-intelligence-gains-in-multi-agent-active-inference-systems.md
+++ b/domains/collective-intelligence/theory-of-mind-produces-measurable-collective-intelligence-gains-in-multi-agent-active-inference-systems.md
@@ -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
diff --git a/inbox/archive/2021-06-29-kaufmann-active-inference-collective-intelligence.md b/inbox/archive/2021-06-29-kaufmann-active-inference-collective-intelligence.md
index 5711bd019..1fcc2c317 100644
--- a/inbox/archive/2021-06-29-kaufmann-active-inference-collective-intelligence.md
+++ b/inbox/archive/2021-06-29-kaufmann-active-inference-collective-intelligence.md
@@ -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