diff --git a/docs/01-Planning/02-Product-and-technical-vision.md b/docs/01-Planning/02-Product-and-technical-vision.md
index 82ca985..8e38441 100644
--- a/docs/01-Planning/02-Product-and-technical-vision.md
+++ b/docs/01-Planning/02-Product-and-technical-vision.md
@@ -6,7 +6,7 @@ Vaessl is an AI-powered bridge designed to connect physical reality to digital m
 # Technical requirements & stack
 
 ## Frontend
-- Framework: Next.js (React)
+- Framework: Vite (React)
 
 - Styling: Tailwind CSS + SCSS
 
@@ -52,7 +52,7 @@ The image processing is the heart of Vaessl's "bridge" functionality. It ensures
 ## Deployment
 Vaessl is deployed via Docker Compose for high portability.
 
-- Container 1: Next.js (Web UI)
+- Container 1: Vite (Web UI)
 - Container 2: Spring Boot
 - Container 3: PostgreSQL + pgvector
 - Container 4: LiteLLM
diff --git a/docs/01-Planning/03-Project-goals.md b/docs/01-Planning/03-Project-goals.md
index 7f47308..14ae9fe 100644
--- a/docs/01-Planning/03-Project-goals.md
+++ b/docs/01-Planning/03-Project-goals.md
@@ -29,12 +29,12 @@ Vaessl is intended to be a useful tool for the public, specifically those utiliz
 # Short-Term Roadmap & Milestones
 
 - Phase 1: Foundation (Current)
-  * Deploy the core infrastructure (PostgreSQL + pgvector, LiteLLM, Spring Boot Skeleton, Next.Js frontend).
+  * Deploy the core infrastructure (PostgreSQL + pgvector, LiteLLM, Spring Boot Skeleton, Vite frontend).
   * Establish the bridge between the Vaessl backend and a demo Homebox instance.
 
 - Phase 2: The Processing Pipeline
   * Implement the image processing workflow: Upload $\rightarrow$ AI analysis $\rightarrow$ staging Table.
-  * Develop the Next.js interface for data refinement and verification.
+  * Develop the Vite interface for data refinement and verification.
 
 - Phase 3: Semantic Search & Demo
   * Integrate Spring AI for embedding generation.
diff --git a/docs/02-Preparation/01-code-server-adjustments.md b/docs/02-Preparation/01-code-server-adjustments.md
index 4ae59e5..666296f 100644
--- a/docs/02-Preparation/01-code-server-adjustments.md
+++ b/docs/02-Preparation/01-code-server-adjustments.md
@@ -1,6 +1,6 @@
 **Vaessl: code-server adjustments**
 
-Before developing on code-server I configure a Dockerfile to install all packages needed for Spring Boot, Java and Next.js. I install openjdk, npm, nodejs and yarn and set the environment variables for Java. Since the linuxserver code-server image doesn't come with root access for its default user abc out of the box every privileged action will be baked in here:
+Before developing on code-server I configure a Dockerfile to install all packages needed for Spring Boot, Java and Vite. I install openjdk, npm, nodejs and yarn and set the environment variables for Java. Since the linuxserver code-server image doesn't come with root access for its default user abc out of the box every privileged action will be baked in here:
 
 ```
 FROM lscr.io/linuxserver/code-server:latest