diff --git a/submissions/aadyant-sood/level-5/answers.md b/submissions/aadyant-sood/level-5/answers.md
index fc471628..018426ea 100644
--- a/submissions/aadyant-sood/level-5/answers.md
+++ b/submissions/aadyant-sood/level-5/answers.md
@@ -30,7 +30,7 @@ This factory production system is highly interconnected: projects produce differ
 - `HAS_CERTIFICATION`
 - `HAS_CAPACITY {deficit, overtime}`
 
-This schema captures both operational production flow and workforce planning while keeping the graph practical for analytics, scheduling, and dashboard queries.
+This schema captures both operational production flow and workforce planning while keeping the graph practical for analytics, scheduling, and dashboard queries
 
 ---
 
diff --git a/submissions/aadyant-sood/level-5/schema.md b/submissions/aadyant-sood/level-5/schema.md
index 754938b1..2e64d873 100644
--- a/submissions/aadyant-sood/level-5/schema.md
+++ b/submissions/aadyant-sood/level-5/schema.md
@@ -1,6 +1,6 @@
 # Factory Knowledge Graph Schema
 
-> Swedish steel fabrication production planning knowledge graph  
+> Swedish steel fabrication production planning knowledge graph.
 > Stack: Neo4j AuraDB · Python · Streamlit
 
 ```mermaid
diff --git a/submissions/aadyant-sood/level-5/schema.png b/submissions/aadyant-sood/level-5/schema.png
index 87482ddb..22586b51 100644
Binary files a/submissions/aadyant-sood/level-5/schema.png and b/submissions/aadyant-sood/level-5/schema.png differ