diff --git a/roadmaps/network-engineer/content/access-points@x1B9MVsG_C-CejgLAeTzA.md b/roadmaps/network-engineer/content/access-points@x1B9MVsG_C-CejgLAeTzA.md
index 9d5a4f9f8..36a0f4ca5 100644
--- a/roadmaps/network-engineer/content/access-points@x1B9MVsG_C-CejgLAeTzA.md
+++ b/roadmaps/network-engineer/content/access-points@x1B9MVsG_C-CejgLAeTzA.md
@@ -1,6 +1,6 @@
-# Access Points
+# Access Points & Controllers
 
-A wireless access point (AP) is a networking device that creates a Wi-Fi network by broadcasting a wireless signal and acting as a bridge between wireless clients and the wired network infrastructure. APs connect to the network via an Ethernet uplink to a switch and allow devices like laptops, phones, and tablets to join the network without a physical cable. In home environments, the AP function is typically built into the router, while in enterprise deployments, standalone APs are deployed throughout a building and managed either individually or through a centralized wireless controller.
+Wireless access points (APs) are devices that broadcast Wi-Fi signals and connect wireless clients to a wired network. In larger deployments, multiple access points are managed by a wireless controller, which centralizes configuration, monitoring, and roaming policies across all APs. This controller-based architecture simplifies management and ensures consistent performance and security across the entire wireless network.
 
 Visit the following resources to learn more:
 
diff --git a/roadmaps/network-engineer/content/cloud-network-types@q-J08VY4H4y-XfDgpF1ap.md b/roadmaps/network-engineer/content/cloud-network-types@q-J08VY4H4y-XfDgpF1ap.md
index a3ca448b8..eaf686301 100644
--- a/roadmaps/network-engineer/content/cloud-network-types@q-J08VY4H4y-XfDgpF1ap.md
+++ b/roadmaps/network-engineer/content/cloud-network-types@q-J08VY4H4y-XfDgpF1ap.md
@@ -6,4 +6,4 @@ Visit the following resources to learn more:
 
 - [@roadmap@Visit the Dedicated Cloud Computing Roadmap](https://roadmap.sh/cloud-computing)
 - [@article@What are the different types of cloud computing?](https://cloud.google.com/discover/types-of-cloud-computing?hl=en)
-- [@video@Types Of Cloud Computing](https://www.youtube.com/watch?v=1BMO7YkwR6Y)
+- [@video@Types Of Cloud Computing](https://www.youtube.com/watch?v=1BMO7YkwR6Y)
\ No newline at end of file
diff --git a/roadmaps/network-engineer/content/cloud-networking-basics@5ye5erjT8jOhptU_ZFY9E.md b/roadmaps/network-engineer/content/cloud-networking-basics@5ye5erjT8jOhptU_ZFY9E.md
index 7e4a4ec30..e9f74c253 100644
--- a/roadmaps/network-engineer/content/cloud-networking-basics@5ye5erjT8jOhptU_ZFY9E.md
+++ b/roadmaps/network-engineer/content/cloud-networking-basics@5ye5erjT8jOhptU_ZFY9E.md
@@ -7,4 +7,4 @@ Visit the following resources to learn more:
 - [@roadmap@Visit the Dedicated Cloud Computing Roadmap](https://roadmap.sh/cloud-computing)
 - [@article@What is cloud networking? - Cloudflare](https://www.cloudflare.com/en-gb/learning/cloud/what-is-cloud-networking/)
 - [@article@What is cloud networking? - Cisco](https://www.cisco.com/site/us/en/learn/topics/cloud-networking/what-is-cloud-networking.html)
-- [@video@Cloud Networking Explained](https://www.youtube.com/playlist?list=PLOspHqNVtKAA_5N3pI49wkH4WsTkeZ_iQ)
+- [@video@Cloud Networking Explained](https://www.youtube.com/playlist?list=PLOspHqNVtKAA_5N3pI49wkH4WsTkeZ_iQ)
\ No newline at end of file
diff --git a/roadmaps/network-engineer/content/cloud@GQNvSg3w5UUtpre_9_Pjl.md b/roadmaps/network-engineer/content/cloud@GQNvSg3w5UUtpre_9_Pjl.md
index 5e86a706e..aa62696fe 100644
--- a/roadmaps/network-engineer/content/cloud@GQNvSg3w5UUtpre_9_Pjl.md
+++ b/roadmaps/network-engineer/content/cloud@GQNvSg3w5UUtpre_9_Pjl.md
@@ -6,4 +6,4 @@ Visit the following resources to learn more:
 
 - [@roadmap@Visit the Dedicated Cloud Computing Roadmap](https://roadmap.sh/cloud-computing)
 - [@article@What is Cloud Networking?](https://aws.amazon.com/what-is/cloud-networking/)
-- [@article@What is cloud networking?](https://www.cloudflare.com/en-gb/learning/cloud/what-is-cloud-networking/)
+- [@article@What is cloud networking?](https://www.cloudflare.com/en-gb/learning/cloud/what-is-cloud-networking/)
\ No newline at end of file