diff --git a/src/components/publications/Publications.jsx b/src/components/publications/Publications.jsx
index 9b21cd9..deb64ea 100644
--- a/src/components/publications/Publications.jsx
+++ b/src/components/publications/Publications.jsx
@@ -10,7 +10,7 @@ const publicationsData = [
 		year: 2024,
 		doi: "10.1109/CCECE59415.2024.10667089",
 		link: "https://ieeexplore.ieee.org/document/10667089",
-		pdfLink: "/assets/papers/sem_com01.pdf",
+		// pdfLink: "/assets/papers/sem_com01.pdf",
 	},
 	// Add more publications as needed
 ];
@@ -32,9 +32,9 @@ const Publications = () => {
 								<a href={pub.link} target="_blank" rel="noopener noreferrer" className={styles.readLink}>
 									Read Publication
 								</a>
-								<a href={pub.pdfLink} download className={styles.downloadLink}>
+								{/* <a href={pub.pdfLink} download className={styles.downloadLink}>
 									Download PDF
-								</a>
+								</a> */}
 							</div>
 						</div>
 					))}
diff --git a/src/utils/dataFetcher.js b/src/utils/dataFetcher.js
index 5298702..ac389a9 100644
--- a/src/utils/dataFetcher.js
+++ b/src/utils/dataFetcher.js
@@ -2,7 +2,40 @@ export const fetchEducationData = async () => {
     const response = await fetch("/assets/data/educationData.json");
     return await response.json();
 };
-  
+
+// import axios from 'axios';
+
+// export const educationService = {
+//   async getEducation() {
+//     try {
+//       const response = await axios.get('/api/portfolio/education');
+      
+//       // Transform the API response to match your component's expected format
+//       return response.data.map(({ education, achievements, skills, techStack }) => ({
+//         id: education.id,
+//         title: education.title,
+//         organization: education.organization,
+//         logo: education.logo,
+//         location: education.location,
+//         duration: education.duration,
+//         description: education.description,
+//         // Convert achievements array of objects to array of strings
+//         achievements: achievements.map(a => a.description),
+//         // Convert skills array of objects to array of strings
+//         skills: skills.map(s => s.name),
+//         // Convert techStack array of objects to array of strings
+//         techStack: techStack.map(t => t.name),
+//         skillsTitle: education.skillsTitle,
+//         techStackTitle: education.techStackTitle
+//       }));
+      
+//     } catch (error) {
+//       console.error('Error fetching education data:', error);
+//       throw error;
+//     }
+//   }
+// };
+
 export const fetchExperienceData = async () => {
     const response = await fetch("/assets/data/experienceData.json");
     return await response.json();
diff --git a/version.txt b/version.txt
index e01e0dd..43c2417 100644
--- a/version.txt
+++ b/version.txt
@@ -1 +1 @@
-0.12.4
+0.12.5