diff --git a/v2-docs/about.md b/v2-docs/about.md
index 4d8c42e0..9043c277 100644
--- a/v2-docs/about.md
+++ b/v2-docs/about.md
@@ -34,7 +34,7 @@ We prioritize established frameworks and enterprise standards over ad-hoc, unmai
 #### 2.4. Avoiding Engineering Anti-Patterns
 We combat the culture of **Promotion-Based Development (PBD)**, where complexity is manufactured for personal career visibility rather than business value. 
 
-  - [Promotion-Based Development: A Fast Track to Mediocrity](https://vadimkravcenko.com/shorts/promotion-based-development/) <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Dissects how rewarding "shiny new things" over battle-tested stability leads to fragile architectures.
+  - [Promotion-Based Development: A Fast Track to Mediocrity](https://vadimkravcenko.com/shorts/promotion-based-development) <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Dissects how rewarding "shiny new things" over battle-tested stability leads to fragile architectures.
   - [Reddit: The Reality of Promotion-Driven Development](https://www.reddit.com/r/ExperiencedDevs/comments/pw6vuv/promotion_driven_development) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A raw, evidence-based discussion from senior engineers on the industry's most common misaligned incentives.
 
 ### 3. The Architectural North Star
@@ -136,7 +136,7 @@ While certifications like CKA are prominent on CVs, they are frequently utilized
 #### Terraform Boilerplates
 
 ??? note "Terraform Kubernetes Boilerplates 🌟"
-    **[Access Resource](https://nubenetes.com/terraform/)** 🌟🌟🌟🌟🌟 | Level: Advanced
+    **[Access Resource](https://nubenetes.com/terraform)** 🌟🌟🌟🌟🌟 | Level: Advanced
     
     A library of enterprise-stable Terraform templates configured specifically for modern Kubernetes environments (EKS, GKE, AKS). Includes pre-tested infrastructure specifications for VPC topologies, private nodes, and dynamic ingress setups.
 
diff --git a/v2-docs/index.md b/v2-docs/index.md
index 714789b1..56297f6b 100644
--- a/v2-docs/index.md
+++ b/v2-docs/index.md
@@ -1,4 +1,4 @@
-# Nubenetes Elite Portal (V2) | Awesome Kubernetes & Cloud [![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)
+# Nubenetes Elite Portal (V2) | Awesome Kubernetes and Cloud [![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)
 
 !!! tip "Nubenetes V2 Elite Portal: AI-Curated & High-Density"
     You are browsing the AI-Curated V2 Elite Edition of Nubenetes. Looking for the complete historical archive? Explore the [**V1 Historical Archive**](/v1/).
diff --git a/v2-docs/topic-map.md b/v2-docs/topic-map.md
index 5a8b928a..d0a500ce 100644
--- a/v2-docs/topic-map.md
+++ b/v2-docs/topic-map.md
@@ -47,7 +47,7 @@
 
 <section class="topic-map-dim" markdown="1">
 
-### Platform & Site Reliability
+### Platform and Site Reliability
 
 - **[Chaos Engineering](./chaos-engineering.md)** <span class="topic-count">21</span>
 - **[Developerportals](./developerportals.md)** <span class="topic-count">40</span>
@@ -111,7 +111,7 @@
 
 <section class="topic-map-dim" markdown="1">
 
-### Networking & Service Mesh
+### Networking and Service Mesh
 
 - **[Caching](./caching.md)** <span class="topic-count">3</span>
 - **[Cloudflare](./cloudflare.md)** <span class="topic-count">3</span>
@@ -151,7 +151,7 @@
 
 <section class="topic-map-dim" markdown="1">
 
-### Data & Advanced Analytics
+### Data and Advanced Analytics
 
 - **[Crunchydata](./crunchydata.md)** <span class="topic-count">12</span>
 - **[Databases](./databases.md)** <span class="topic-count">46</span>
@@ -204,7 +204,7 @@
 
 <section class="topic-map-dim" markdown="1">
 
-### Career & Industry
+### Career and Industry
 
 - **[Appointment Scheduling](./appointment-scheduling.md)** <span class="topic-count">1</span>
 - **[Elearning](./elearning.md)** <span class="topic-count">4</span>