diff --git a/README.md b/README.md
index cf2df066f..06e69eb8c 100644
--- a/README.md
+++ b/README.md
@@ -11,16 +11,12 @@
   <a href="https://docs.zama.ai/concrete-numpy/">
     <img src="https://img.shields.io/badge/read-documentations-yellow?style=flat-square">
   </a>
-<!-- Link to tutorials badge using shields.io -->
-  <a href="https://docs.zama.ai/concrete-numpy/v/main/tutorials/">
-    <img src="https://img.shields.io/badge/tutorials-and%20demos-orange?style=flat-square">
-  </a>
 <!-- Community forum badge using shields.io -->
   <a href="https://community.zama.ai/c/concrete-numpy">
     <img src="https://img.shields.io/badge/community%20forum-available-brightgreen?style=flat-square">
   </a>
 <!-- Open source badge using shields.io -->
-  <a href="https://github.com/zama-ai/concrete-numpy/blob/main/docs/dev/contributing.md">
+  <a href="https://docs.zama.ai/concrete-numpy/developer/contributing">
     <img src="https://img.shields.io/badge/we're%20open%20source-contributing.md-blue?style=flat-square">
   </a>
 <!-- Follow on twitter badge using shields.io -->
@@ -29,7 +25,7 @@
   </a>
 </p>
 
-## Quick tour
+## Table of contents
 
 - [Introduction](#Introduction)
 - [Installation](#Installation)
diff --git a/pypi_readme.md b/pypi_readme.md
deleted file mode 100644
index caa251200..000000000
--- a/pypi_readme.md
+++ /dev/null
@@ -1,3 +0,0 @@
-# Concrete Numpy
-
-Concrete Numpy is a python package that contains the tools data scientists need to compile various numpy functions into their Fully Homomorphic Encryption (FHE) equivalents. Concrete Numpy goes on top of the Concrete Library and its Compiler.
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index e2e6661cf..a06360bc4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -29,7 +29,7 @@ classifiers = [
     "Topic :: Security :: Cryptography",
     "Topic :: Software Development :: Compilers",
 ]
-readme = "pypi_readme.md"
+readme = "README.md"
 
 [tool.poetry.urls]
 "README" = "https://github.com/zama-ai/concrete-numpy/blob/main/README.md"