diff --git a/2024.md b/2024.md
index 39dfad7..88f4830 100644
--- a/2024.md
+++ b/2024.md
@@ -102,14 +102,14 @@ Or contact us via Twitter, my handle is [@MichaelCade1](https://twitter.com/Mich
 - [✔️][✔️] ♾️ 70 > [Simplified Cloud Adoption with Microsoft's Terraforms Azure Landing Zone Module](2024/day70.md) - Simone Bennett
 - [ ][✔️] ♾️ 71 > [Chatbots are going to destroy infrastructures and your cloud bills](2024/day71.md) - Stanislas Girard 
 - [ ][✔️] ♾️ 72 > [Infrastructure as Code with Pulumi](2024/day72.md) - Scott Lowe
-- [ ][ ] ♾️ 73 > [E2E Test Before Merge](2024/day73.md) - Natalie Lunbeck
+- [ ][✔️] ♾️ 73 > [Terraform Test Framework with Examples](2024/day73.md) - Ned Bellavance 
 - [ ][✔️] ♾️ 74 > [Workload Identity Federation with Azure DevOps and Terraform](2024/day74.md) - Arindam Mitra
 - [ ][ ] ♾️ 75 > [Achieving Regulatory Compliance in Multi-Cloud Deployments with Terraform](2024/day75.md) - Eric Evans
 - [ ][ ] ♾️ 76 > [All you need to know about AWS CDK.](2024/day76.md) - Amogha Kancharla
 - [ ][ ] ♾️ 77 > [Connect to Microsoft APIs in Azure DevOps Pipelines using Workload Identity Federation](2024/day77.md) - Jan Vidar Elven
 - [ ][✔️] ♾️ 78 > [Scaling Terraform Deployments with GitHub Actions: Essential Configurations](2024/day78.md) - Thomas Thornton
 - [ ][✔️] ♾️ 79 > [DevEdOps](2024/day79.md) - Adam Leskis
-- [ ][ ] ♾️ 80 > [Unlocking K8s Troubleshooting Best Practices with Botkube](2024/day80.md) - Maria Ashby
+- [ ][✔️] ♾️ 80 > [Unlocking K8s Troubleshooting Best Practices with Botkube](2024/day80.md) - Maria Ashby
 - [ ][✔️] ♾️ 81 > [Leveraging Kubernetes to build a better Cloud Native Development Experience](2024/day81.md) - Nitish Kumar
 - [ ][ ] ♾️ 82 > [Dev Containers in VS Code](2024/day82.md) - Chris Ayers
 - [ ][✔️] ♾️ 83 > [Saving Cloud Costs Using Existing Prometheus Metrics](2024/day83.md) - Pavan Gudiwada 
@@ -138,6 +138,7 @@ Or contact us via Twitter, my handle is [@MichaelCade1](https://twitter.com/Mich
 - Introduction to Database Operators for Kubernetes - Juarez Junior
 - IaC with Pulumi and GitHub Actions - Till Spindler
 - How to build DevOps skills for AI World - Aravind Putrevu
+- E2E Test Before Merge - Natalie Lunbeck
 
 ## Sessions Accepted but now cannot deliver