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@@ -372,5 +372,5 @@ <h3 id="objective">Objective</h3>
 
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resume/index.html

@@ -359,21 +359,21 @@ <h3 id="employment-history-20-years-software-engineering">Employment history : <
     </tbody>
 </table> -->
 
-<p><img alt="" src="../assets/uparcel.png" /></p>
+<p><img alt="https://www.uparcel.sg/" src="../assets/uparcel.png" /></p>
 <h3 id="uparcel-2023-present">UParcel : 2023 - present</h3>
 <p><em>AI Engineer</em></p>
 <ul>
 <li>
 <p>Optimize the delivery route for UParcel using large data analysis and parameter fine tuning of heuristic algorithm. Achieved 20% increase in driver acceptance rate of listed jobs.</p>
 </li>
 <li>
-<p>Intergrate optimized last mile delivery to Malaysia and India market.</p>
+<p>Roll out optimized last mile delivery to Malaysia market.</p>
 </li>
 <li>
 <p>Project management of CD/CI pipeline for UParcel.</p>
 </li>
 </ul>
-<p><img alt="" src="../assets/ai_singapore.jpg" /></p>
+<p><img alt="https://aisingapore.org/" src="../assets/ai_singapore.jpg" /></p>
 <h3 id="ai-singapore-2022-2023">AI Singapore : 2022 - 2023</h3>
 <p><em>Associate AI Engineer</em></p>
 <ul>
@@ -401,18 +401,22 @@ <h3 id="ai-singapore-2022-2023">AI Singapore : 2022 - 2023</h3>
 </ul>
 <p><img alt="" src="../assets/ncs.jpg" /></p>
 <h3 id="career-transition-2021-2022-1-yrs">Career transition : 2021 - 2022 : <em>1 yrs</em></h3>
+<ul>
+<li>Self-hosted applications and api services on [https://furyhawk.lol/] using <strong>Docker Swarm</strong> on 3 Raspberry Pi.</li>
+<li>Transitioning hosted applications and api services to <strong>Kubernetes</strong> on using <strong>Talos</strong> and <strong>Proxmox</strong>.</li>
+</ul>
 <p><em>Team Fight Tactics Strategy Application</em></p>
 <p><a href="https://github.com/furyhawk/tftchamp">github.com/furyhawk/tftchamp</a></p>
 <ul>
 <li>Dockerized application to show gamers meta of current patch using feature importances.</li>
 <li>Frontend implemented using <strong>React</strong> and <strong>Zustand</strong>.</li>
 </ul>
+<p><img alt="https://www.bhp.com/" src="../assets/bhp.jpg" /> </p>
 <h3 id="ncs-2020-2021-1-yrs">NCS : 2020 - 2021 : <em>1 yrs</em></h3>
 <p><em>Fiori developer</em></p>
 <ul>
 <li>Implement <em>SAP Edge</em> applications using <em>Agile</em> methodology. <em>Maintenance Dashboard</em> for Singapore Air force <strong>F16/Apache</strong> Squadron on <em>Edge</em> devices to improve turnaround reliability.</li>
 </ul>
-<p><img alt="" src="../assets/bhp.jpg" /> </p>
 <p style="page-break-after: always;"> </p>
 <h3 id="bhp-2019-2020-1-yr-2-mos">BHP : 2019 - 2020 : <em>1 yr 2 mos</em></h3>
 <p><em>Developer</em></p>