diff --git a/src/code-examples/Bareme.md b/src/code-examples/Bareme.md
index 551d747..312a2c5 100644
--- a/src/code-examples/Bareme.md
+++ b/src/code-examples/Bareme.md
@@ -15,4 +15,3 @@ dirigeant . indépendant . cotisations facultatives . plafond retraite compléme
           - plafond sécurité sociale
           - 10%
 ```
-d
diff --git a/src/slides/Context.astro b/src/slides/Context.astro
index f95de21..f539dd5 100644
--- a/src/slides/Context.astro
+++ b/src/slides/Context.astro
@@ -11,7 +11,7 @@ import gregoireImg from '../images/grégoire.jpg';
         <h1>Context</h1>
     </section>
     <section>
-        <h2>The team</h2>
+        <h2>A small team</h2>
 
         <div style="display: grid; grid-template-columns: repeat(4, 1fr); gap: 20px; text-align: center;">
             <div class="fragment">
@@ -39,7 +39,7 @@ import gregoireImg from '../images/grégoire.jpg';
     <section>
         <h2>The problem</h2>
         <ul>
-            <li class="fragment">French legislation is complex</li>
+            <li class="fragment">French legislation is complex and built by exceptions</li>
             <li class="fragment">Wide variety of users and situations</li>
             <li class="fragment">Explicability (not an AI)</li>
         </ul>
diff --git a/src/slides/TheDownsides.astro b/src/slides/TheDownsides.astro
index 31d367d..adab2b7 100644
--- a/src/slides/TheDownsides.astro
+++ b/src/slides/TheDownsides.astro
@@ -4,7 +4,7 @@
     <ul>
         <li class="fragment">You can't express what the language can't express</li>
         <li class="fragment">Simplicity to read vs maintainability</li>
-        <li class="fragment">No encapsulation: Implementation is the API</li>
+        <li class="fragment">No encapsulation: Implementation is the documentation</li>
         <li class="fragment">Difficult to debug</li>
     </ul>
-</section>
\ No newline at end of file
+</section>