diff --git a/2024.md b/2024.md
index 475e772..544e7fb 100644
--- a/2024.md
+++ b/2024.md
@@ -122,11 +122,9 @@ Or contact us via Twitter, my handle is [@MichaelCade1](https://twitter.com/Mich
 - Building Scalable Infrastructure For Advanced Air Mobility - Dan Lambeth
 - Elevating DevSecOps with Modern CDNs - Richard Yew
 - Empowering Developers with No Container Knowledge to build & deploy app on OpenShift - Shan N/A
-- Streamlining Data Pipelines: CI/CD Best Practices for Efficient Deployments - Monika Rajput
 - A practical guide to Test-Driven Development of infrastructure code - David Pazdera
 - Saving Cloud Costs Using Existing Prometheus Metrics - Pavan Gudiwada
 - Code, Connect, and Conquer: Mastering Personal Branding for Developers - Pavan Belagatti
-- GitOps: The next Frontier in DevOps! - Megha Kadur
 - Container Security for Enterprise Kubernetes environments - Imran Roshan
 - Navigating Cloud-Native DevOps: Strategies for Seamless Deployment - Yhorby Matias
 - Distracted Development - Josh Ether
@@ -135,4 +133,10 @@ Or contact us via Twitter, my handle is [@MichaelCade1](https://twitter.com/Mich
 - The Reverse Technology Thrust - Rom Adams
 - PCI Compliance in the Cloud - Barinua Kane
 - End to End Data Governance using AWS Serverless Stack - Ankit Sheth
-- Multi-Cloud Service Discovery and Load Balancing - Vladislav Bilay
\ No newline at end of file
+- Multi-Cloud Service Discovery and Load Balancing - Vladislav Bilay
+- Architecting the Future: Unlocking the Power of Diagrams as Code - Jason Benedicic 
+
+## Sessions Accepted but now cannot deliver 
+
+- Streamlining Data Pipelines: CI/CD Best Practices for Efficient Deployments - Mounica Rajput
+- GitOps: The next Frontier in DevOps! - Megha Kadur
\ No newline at end of file