diff --git a/subjects/devops/cloud-kube/audit/README.md b/subjects/devops/cloud-kube/audit/README.md
index 47a751231..406ab5601 100644
--- a/subjects/devops/cloud-kube/audit/README.md
+++ b/subjects/devops/cloud-kube/audit/README.md
@@ -1,117 +1,117 @@
-#### General
-
-##### Check the Repo content.
-
-Files that must be inside the repository:
-
-- Detailed documentation in the `README.md` file.
-- Source code for the microservices and scripts required for deployment.
-- Configuration files for the chosen cloud provider Infrastructure as Code (IaC), containerization, and orchestration tools.
-
-###### Are all the required files present?
-
-##### Play the role of a stakeholder.
-
-Organize a simulated scenario where the students take on the role of Cloud engineers and explain their solution to a team or stakeholder. Evaluate their grasp of the concepts and technologies used in the project, their communication efficacy, and their critical thinking about their solution.
-Suggested role play questions include:
-
-- What is the cloud and its associated benefits?
-- Why is deploying the solution in the cloud preferred over on-premises?
-- How would you differentiate between public, private, and hybrid cloud?
-- What drove your decision to select the specific cloud provider for this project, and what factors did you consider?
-- Can you describe your microservices application's cloud-based architecture and the interaction between its components?
-- How did you manage and optimize the cost of your cloud solution?
-- What measures did you implement to ensure application security on the cloud, and what security best practices did you adhere to?
-- What monitoring and logging tools did you utilize, and how did they assist in identifying and troubleshooting application issues?
-- Can you describe the auto-scaling policies you implemented and how they help your application accommodate varying workloads?
-- How did you optimize Docker images for each microservice, and how did it influence build times and image sizes?
-- If you had to redo this project, what modifications would you make to your approach or the technologies you used?
-- How can your solution be expanded or altered to cater to future requirements like adding new microservices or migrating to a different cloud provider?
-- What challenges did you face during the project and how did you address them?
-- How did you ensure your documentation's clarity and completeness, and what measures did you take to make it easily understandable and maintainable?
-
-###### Were the students able to answer all the questions correctly?
-
-###### Did the students demonstrate a thorough understanding of the concepts and technologies used in the project?
-
-###### Were the students able to communicate effectively and justify their decisions?
-
-###### Could the students critically evaluate their solution and consider alternative strategies?
-
-##### Review the Architecture Design.
-
-Review the student's architecture design, ensuring that it meets the project requirements:
-
-1. `Scalability`: Does the architecture utilize services to manage varying workloads and scale as required?
-2. `Availability`: Is the architecture designed to be fault-tolerant and maintain high availability, even during component failures?
-3. `Security`: Does the architecture integrate security best practices, such as data encryption, use of VPC, and secure API endpoints with managed authentication?
-4. `Cost-effectiveness`: Is the architecture designed to be cost-effective on the chosen cloud provider without compromising performance, security, or scalability?
-5. `Simplicity`: Is the architecture straightforward and free of unnecessary complexity while still fulfilling project requirements?
-
-###### Did the architecture design and choice of services align with all the project requirements above?
-
-###### Were the students able to design a cost-effective architecture that meets the project requirements?
-
-##### Check the student documentation in the `README.md` file.
-
-###### Does the `README.md` file contain all the necessary information about the solution (prerequisites, setup, configuration, usage, ...)?
-
-###### Is the documentation provided by the student clear and complete, including well-structured diagrams and thorough descriptions?
-
-##### Verify the deployment. Ask the auditee **to show you**, the auditor, the use of the commands `kubectl`, the CLI tool for the chosen cloud provider and any other necessary with the right options to answer the following questions.
-
-##### Ask the student to run the command `kubectl get pods -A`. Ensure the `KUBECONFIG` environment variable is correctly set to communicate with the K8s cluster deployed in the cloud.
-
-###### Are all the microservices running as expected in the cloud environment?
-
-##### Ask the student to run the command `kubectl get services`.
-
-###### Are there enough services deployed to allow proper communication between the pods and the internet?
-
-##### Ask the student to run the command `kubectl get pvc` or `kubectl get pv`.
-
-###### Are there enough persistent volumes (or volumes claims) per each database defined in the application?
-
-##### Test CRUD (create, read, update and delete) operations for the `inventory app` microservice.
-
-###### Is everything working as expected?
-
-##### Test the `billing app` microservice. Add an order to the queue and ask the student to show the updated database.
-
-###### Is everything working as expected?
-
-###### Is the load balancing configured correctly, effectively distributing traffic across the services?
-
-###### Are the microservices communicating with each other securely, using proper authentication and encryption methods?
-
-##### Evaluate the infrastructure setup. Ask the auditee **to show you**, the auditor, the use of the commands `terraform plan` and/or `terraform apply` to answer the following questions.
-
-###### Is `Terraform` used effectively to provision and manage resources in the cloud environment?
-
-###### Does the infrastructure setup follow the architecture design and the project requirements?
-
-##### Assess containerization and orchestration. Ask the auditee **to show you**, the auditor, the use of the commands chose cloud provider CLI, `docker ps`, and/or `kubectl` or any other necessary with the right options to answer the following questions.
-
-###### Are the Dockerfiles optimized for efficient container builds?
-
-###### Is the orchestration setup (e.g., Kubernetes manifests) configured correctly?
-
-##### Evaluate monitoring and logging.
-
-###### Are monitoring and logging dashboards providing useful insights into the application performance and health?
-
-##### Assess optimization efforts.
-
-###### Are the auto-scaling policies configured correctly to handle varying workloads?
-
-###### Does the application and resource allocation remain efficient under different load scenarios?
-
-##### Check security best practices.
-
-###### Has the student implemented security best practices, such as using HTTPS, securing API endpoints, and regularly scanning for vulnerabilities?
-
-#### Bonus
-
-###### +Did the student add any optional bonus?
-
-###### +Is this project an outstanding project?
+#### General
+
+##### Check the Repo content.
+
+Files that must be inside the repository:
+
+- Detailed documentation in the `README.md` file.
+- Source code for the microservices and scripts required for deployment.
+- Configuration files for the chosen cloud provider Infrastructure as Code (IaC), containerization, and orchestration tools.
+
+###### Are all the required files present?
+
+##### Play the role of a stakeholder.
+
+Organize a simulated scenario where the students take on the role of Cloud engineers and explain their solution to a team or stakeholder. Evaluate their grasp of the concepts and technologies used in the project, their communication efficacy, and their critical thinking about their solution.
+Suggested role play questions include:
+
+- What is the cloud and its associated benefits?
+- Why is deploying the solution in the cloud preferred over on-premises?
+- How would you differentiate between public, private, and hybrid cloud?
+- What drove your decision to select the specific cloud provider for this project, and what factors did you consider?
+- Can you describe your microservices application's cloud-based architecture and the interaction between its components?
+- How did you manage and optimize the cost of your cloud solution?
+- What measures did you implement to ensure application security on the cloud, and what security best practices did you adhere to?
+- What monitoring and logging tools did you utilize, and how did they assist in identifying and troubleshooting application issues?
+- Can you describe the auto-scaling policies you implemented and how they help your application accommodate varying workloads?
+- How did you optimize Docker images for each microservice, and how did it influence build times and image sizes?
+- If you had to redo this project, what modifications would you make to your approach or the technologies you used?
+- How can your solution be expanded or altered to cater to future requirements like adding new microservices or migrating to a different cloud provider?
+- What challenges did you face during the project and how did you address them?
+- How did you ensure your documentation's clarity and completeness, and what measures did you take to make it easily understandable and maintainable?
+
+###### Were the students able to answer all the questions correctly?
+
+###### Did the students demonstrate a thorough understanding of the concepts and technologies used in the project?
+
+###### Were the students able to communicate effectively and justify their decisions?
+
+###### Could the students critically evaluate their solution and consider alternative strategies?
+
+##### Review the Architecture Design.
+
+Review the student's architecture design, ensuring that it meets the project requirements:
+
+1. `Scalability`: Does the architecture utilize services to manage varying workloads and scale as required?
+2. `Availability`: Is the architecture designed to be fault-tolerant and maintain high availability, even during component failures?
+3. `Security`: Does the architecture integrate security best practices, such as data encryption, use of VPC, and secure API endpoints with managed authentication?
+4. `Cost-effectiveness`: Is the architecture designed to be cost-effective on the chosen cloud provider without compromising performance, security, or scalability?
+5. `Simplicity`: Is the architecture straightforward and free of unnecessary complexity while still fulfilling project requirements?
+
+###### Did the architecture design and choice of services align with all the project requirements above?
+
+###### Were the students able to design a cost-effective architecture that meets the project requirements?
+
+##### Check the student documentation in the `README.md` file.
+
+###### Does the `README.md` file contain all the necessary information about the solution (prerequisites, setup, configuration, usage, ...)?
+
+###### Is the documentation provided by the student clear and complete, including well-structured diagrams and thorough descriptions?
+
+##### Verify the deployment. Ask the auditee **to show you**, the auditor, the use of the commands `kubectl`, the CLI tool for the chosen cloud provider and any other necessary with the right options to answer the following questions.
+
+##### Ask the student to run the command `kubectl get pods -A`. Ensure the `KUBECONFIG` environment variable is correctly set to communicate with the K8s cluster deployed in the cloud.
+
+###### Are all the microservices running as expected in the cloud environment?
+
+##### Ask the student to run the command `kubectl get services`.
+
+###### Are there enough services deployed to allow proper communication between the pods and the internet?
+
+##### Ask the student to run the command `kubectl get pvc` or `kubectl get pv`.
+
+###### Are there enough persistent volumes (or volumes claims) per each database defined in the application?
+
+##### Test CRUD (create, read, update and delete) operations for the `inventory app` microservice.
+
+###### Is everything working as expected?
+
+##### Test the `billing app` microservice. Add an order to the queue and ask the student to show the updated database.
+
+###### Is everything working as expected?
+
+###### Is the load balancing configured correctly, effectively distributing traffic across the services?
+
+###### Are the microservices communicating with each other securely, using proper authentication and encryption methods?
+
+##### Evaluate the infrastructure setup. Ask the auditee **to show you**, the auditor, the use of the commands `terraform plan` and/or `terraform apply` to answer the following questions.
+
+###### Is `Terraform` used effectively to provision and manage resources in the cloud environment?
+
+###### Does the infrastructure setup follow the architecture design and the project requirements?
+
+##### Assess containerization and orchestration. Ask the auditee **to show you**, the auditor, the use of the commands chose cloud provider CLI, `docker ps`, and/or `kubectl` or any other necessary with the right options to answer the following questions.
+
+###### Are the Dockerfiles optimized for efficient container builds?
+
+###### Is the orchestration setup (e.g., Kubernetes manifests) configured correctly?
+
+##### Evaluate monitoring and logging.
+
+###### Are monitoring and logging dashboards providing useful insights into the application performance and health?
+
+##### Assess optimization efforts.
+
+###### Are the auto-scaling policies configured correctly to handle varying workloads?
+
+###### Does the application and resource allocation remain efficient under different load scenarios?
+
+##### Check security best practices.
+
+###### Has the student implemented security best practices, such as using HTTPS, securing API endpoints, and regularly scanning for vulnerabilities?
+
+#### Bonus
+
+###### +Did the student add any optional bonus?
+
+###### +Is this project an outstanding project?