diff --git a/book/_toc.yml b/book/_toc.yml
index e0a7e41a..5284c214 100644
--- a/book/_toc.yml
+++ b/book/_toc.yml
@@ -47,7 +47,7 @@ parts:
   - file: chapters/08-dataloader
     title: "08. DataLoader"
   - file: chapters/09-spatial
-    title: "09. Spatial"
+    title: "09. Spatial (CNNs)"
   - file: chapters/10-tokenization
     title: "10. Tokenization"
   - file: chapters/11-embeddings
@@ -75,7 +75,7 @@ parts:
 - caption: 🏅 Capstone Project
   chapters:
   - file: chapters/20-capstone
-    title: "20. AI Olympics"
+    title: "20. MLPerfEdu Competition"
 
 - caption: 🌍 Community
   chapters:
diff --git a/book/chapters/20-capstone.md b/book/chapters/20-capstone.md
index 882fe9be..8e657bcf 100644
--- a/book/chapters/20-capstone.md
+++ b/book/chapters/20-capstone.md
@@ -1,19 +1,19 @@
 ---
-title: "TinyMLPerf Competition - Your Capstone Challenge"
-description: "Apply all optimizations in a standardized MLPerf-inspired competition"
+title: "MLPerfEdu Competition - Your Capstone Challenge"
+description: "Apply all optimizations in a standardized MLPerf-inspired educational competition"
 difficulty: 5
 time_estimate: "10-20 hours"
 prerequisites: ["All modules 01-19"]
 next_steps: []
 learning_objectives:
-  - "Apply all Performance Tier optimizations to a standardized benchmark"
+  - "Apply all Optimization Tier techniques to a standardized benchmark"
   - "Implement either Closed Division (optimize given model) or Open Division (innovate architecture)"
   - "Generate validated submission with normalized metrics"
   - "Demonstrate complete ML systems engineering skills"
   - "Compete fairly across different hardware platforms"
 ---
 
-# 20. TinyMLPerf Competition
+# 20. MLPerfEdu Competition
 
 **🏆 CAPSTONE** | Difficulty: ⭐⭐⭐⭐⭐ (5/5 - Ninja Level) | Time: 10-20 hours