diff --git a/docs/architecture-evolution.mdx b/docs/architecture-evolution.mdx
index a53bc17c..1efbaed4 100644
--- a/docs/architecture-evolution.mdx
+++ b/docs/architecture-evolution.mdx
@@ -1059,12 +1059,10 @@ The result is a memory system that's both powerful and invisible. Users never no
 
 ## Further Reading
 
-- [Progressive Disclosure](/docs/progressive-disclosure) - The philosophy behind v4
-- [Hooks Architecture](/docs/hooks-architecture) - How hooks power the system
-- [Context Engineering](/docs/context-engineering) - Foundational principles
-- [Viewer UI](/docs/viewer-ui) - Real-time visualization (v5.1.0+)
-- [v5.0.0 Release Notes](/CHANGELOG.md#v500) - Hybrid search architecture
-- [v4.0.0 Release Notes](/CHANGELOG.md#v400) - Progressive disclosure
+- [Progressive Disclosure](progressive-disclosure) - The philosophy behind v4
+- [Hooks Architecture](hooks-architecture) - How hooks power the system
+- [Context Engineering](context-engineering) - Foundational principles
+- [Viewer UI](VIEWER) - Real-time visualization (v5.1.0+)
 
 ---
 
diff --git a/docs/hooks-architecture.mdx b/docs/hooks-architecture.mdx
index e596a6e7..96021974 100644
--- a/docs/hooks-architecture.mdx
+++ b/docs/hooks-architecture.mdx
@@ -858,9 +858,9 @@ LIMIT 20
 ## Further Reading
 
 - [Claude Code Hooks Reference](https://docs.claude.com/claude-code/hooks) - Official documentation
-- [Progressive Disclosure](/docs/progressive-disclosure) - Context priming philosophy
-- [Architecture Evolution](/docs/architecture-evolution) - v3 to v4 journey
-- [Worker Service Design](/docs/worker-service) - Background processing details
+- [Progressive Disclosure](progressive-disclosure) - Context priming philosophy
+- [Architecture Evolution](architecture-evolution) - v3 to v4 journey
+- [Worker Service Design](architecture/worker-service) - Background processing details
 
 ---
 
diff --git a/docs/progressive-disclosure.mdx b/docs/progressive-disclosure.mdx
index e2ddb11d..47188a25 100644
--- a/docs/progressive-disclosure.mdx
+++ b/docs/progressive-disclosure.mdx
@@ -644,8 +644,8 @@ Progressive disclosure respects the agent's intelligence and autonomy. We provid
 
 ## Further Reading
 
-- [Context Engineering for AI Agents](/docs/context-engineering) - Foundational principles
-- [Claude-Mem Architecture](/docs/architecture) - How it all fits together
+- [Context Engineering for AI Agents](context-engineering) - Foundational principles
+- [Claude-Mem Architecture](architecture/overview) - How it all fits together
 - Cognitive Load Theory (Sweller, 1988)
 - Information Foraging Theory (Pirolli & Card, 1999)
 - Progressive Disclosure (Nielsen Norman Group)