diff --git a/blog/2023-11-22-release_tutorials.mdx b/blog/2023-11-22-release_tutorials.mdx
index 3a0e4dc95183..fb5fc7cb23bf 100644
--- a/blog/2023-11-22-release_tutorials.mdx
+++ b/blog/2023-11-22-release_tutorials.mdx
@@ -24,8 +24,8 @@ This new section aims to provide structured and detailed educational content for
## Details of the First E2E Adopter Journey Tutorial
-This tutorial is built for employees of the IT department who operates the IT stack of an adopter (data provider/consumer). It shows how to operate the various Tractus-X components in combination with each other.
-It also explains the basic connection with the core services (e.g. KeyCloak and MIW), as provided by an operating company.
+This tutorial is built for employees of the IT department who operates the IT stack of an adopter (data provider/consumer). It shows how to operate the various Tractus-X components in combination with each other.
+It also explains the basic connection with the core services (e.g. Keycloak and MIW), as provided by an operating company.
![Five steps to gain value](@site/static/img/five_steps_to_gain_value.drawio.svg)
@@ -48,7 +48,7 @@ Please dont forget to add the label `documentation` to your discussion.
:::
-### Accessing the Tutorial
+### Accessing the Tutorial
The E2E Adopter Journey Tutorial is now available and can be accessed through the [Tractus-X tutorial section](https://eclipse-tractusx.github.io/docs/tutorials). We invite our community members to engage with this new resource and enhance their understanding of the Tractus-X ecosystem.
@@ -61,6 +61,6 @@ For further information and to access the tutorial, please visit the [Tractus-X
## Stay Connected
Follow our [news section](https://eclipse-tractusx.github.io/blog) and join our [Tractus-X mailing list](https://eclipse-tractusx.github.io/docs/oss/how-to-contribute/#dev-mailinglist)
-and be part of our [Matrix Chat from Eclipse Tractus-X](https://chat.eclipse.org/#/room/#tools.tractus-x:matrix.eclipse.org)
+and be part of our [Matrix Chat from Eclipse Tractus-X](https://chat.eclipse.org/#/room/#tools.tractus-x:matrix.eclipse.org)
For more details about Tractus-X, visit the official [Eclipse Tractus-X Project Page](https://projects.eclipse.org/projects/automotive.tractusx).
diff --git a/docs-kits/kits/knowledge-agents/operation-view/deployment.md b/docs-kits/kits/knowledge-agents/operation-view/deployment.md
index a0ddf80ffe86..1686dc9c906e 100644
--- a/docs-kits/kits/knowledge-agents/operation-view/deployment.md
+++ b/docs-kits/kits/knowledge-agents/operation-view/deployment.md
@@ -4,7 +4,7 @@ title: Deployment
---
«Tier/OEM-Environment»Tier/OEM«System»IRS«System»EDC Consumer«System»IAM/KeyCloak«System»IAM/Keycloak«System»MIW«System»EDC_Provider_OEM«System»EDC_Provider_Tier1
\ No newline at end of file
+-->