diff --git a/CLOUD_SESSION_4_IMPLEMENTATION_PLANNING.md b/CLOUD_SESSION_4_IMPLEMENTATION_PLANNING.md
index 6bc642f..6c85161 100644
--- a/CLOUD_SESSION_4_IMPLEMENTATION_PLANNING.md
+++ b/CLOUD_SESSION_4_IMPLEMENTATION_PLANNING.md
@@ -1,11 +1,11 @@
 # Cloud Session 4: Implementation Planning
-## NaviDocs 4-Week Sprint Execution Plan
+## NaviDocs Sticky Engagement Features - 4-Week Sprint
 
 **Session Type:** Project Manager + DevOps Specialist
 **Lead Agent:** Sonnet (planning + coordination)
 **Swarm Size:** 10 Haiku agents
 **Token Budget:** $15 (7.5K Sonnet + 50K Haiku)
-**Output:** Sprint breakdown + acceptance criteria + deployment checklist
+**Output:** Sprint plan for inventory tracking + cameras + maintenance + contacts + search UX
 
 ---
 
diff --git a/CLOUD_SESSION_5_SYNTHESIS_VALIDATION.md b/CLOUD_SESSION_5_SYNTHESIS_VALIDATION.md
index 772e4d7..b9a639f 100644
--- a/CLOUD_SESSION_5_SYNTHESIS_VALIDATION.md
+++ b/CLOUD_SESSION_5_SYNTHESIS_VALIDATION.md
@@ -1,11 +1,11 @@
 # Cloud Session 5: Evidence Synthesis & Guardian Validation
-## NaviDocs Intelligence Dossier & IF.guard Consensus
+## NaviDocs Sticky Engagement Model - Final Dossier
 
 **Session Type:** Guardian Council Coordinator + Evidence Curator
 **Lead Agent:** Sonnet (synthesis + validation)
 **Swarm Size:** 10 Haiku agents
 **Token Budget:** $25 (15K Sonnet + 60K Haiku)
-**Output:** Final intelligence dossier + Guardian Council vote + citation database
+**Output:** Intelligence dossier validating inventory tracking + daily engagement model
 
 ---