diff --git a/src/code-examples/Bareme.md b/src/code-examples/Bareme.md
new file mode 100644
index 0000000..551d747
--- /dev/null
+++ b/src/code-examples/Bareme.md
@@ -0,0 +1,18 @@
+```yaml
+dirigeant . indépendant . cotisations facultatives . plafond retraite complémentaire:
+  unité: €/an
+  formule:
+    le maximum de:
+      - barème:
+          assiette: revenu professionnel
+          multiplicateur: plafond sécurité sociale
+          tranches:
+            - taux: 10%
+              plafond: 1
+            - taux: 25%
+              plafond: 8
+      - produit:
+          - plafond sécurité sociale
+          - 10%
+```
+d
diff --git a/src/code-examples/PublicodesSalarieCotisations.md b/src/code-examples/PublicodesSalarieCotisations.md
new file mode 100644
index 0000000..bb0c438
--- /dev/null
+++ b/src/code-examples/PublicodesSalarieCotisations.md
@@ -0,0 +1,41 @@
+```yaml
+salarié . cotisations:
+  description: Total des cotisations et contributions à la sécurité sociales
+    versées pour ce salarié. Il comprends une part employeur et une part
+    employé.
+  somme:
+    - employeur
+    - salarié
+
+  avec:
+    employeur:
+      titre: part employeur
+      somme:
+        - maladie . employeur
+        - prévoyances . santé . employeur
+        - ATMP
+        - vieillesse . plafonnée . employeur
+        - vieillesse . déplafonnée . employeur
+        - retraite complémentaire-CEG-CET . employeur
+        - allocations familiales
+        - assurance chômage
+        - APEC . employeur
+        - autres employeur
+        - prévoyances . incapacité invalidité décès . employeur
+      abattement: exonérations . employeur
+
+    salarié:
+      titre: part salarié
+      somme:
+        - maladie . salarié
+        - prévoyances . santé . salarié
+        - vieillesse . plafonnée . salarié
+        - vieillesse . déplafonnée . salarié
+        - retraite complémentaire-CEG-CET . salarié
+        - APEC . salarié
+        - CSG-CRDS . CSG . déductible
+        - CSG-CRDS . sur revenus imposables non déductible
+        - CSG-CRDS . sur revenus non imposables
+        - prévoyances . incapacité invalidité décès . salarié
+      abattement: exonérations . salarié
+```
diff --git a/src/code-examples/PublicodesSalarieMaladie.md b/src/code-examples/PublicodesSalarieMaladie.md
new file mode 100644
index 0000000..3ada2ca
--- /dev/null
+++ b/src/code-examples/PublicodesSalarieMaladie.md
@@ -0,0 +1,27 @@
+```yaml
+    employeur:
+      titre: part employeur
+      produit:
+        - cotisations . assiette
+        - taux
+
+      avec:
+        taux:
+          variations:
+            - si: taux réduit
+              alors: 7%
+            - sinon: 13%
+
+        taux réduit:
+          valeur: cotisations . assiette < plafond
+          avec:
+            plafond:
+              produit:
+                - 2.5
+                - SMIC
+                - temps de travail . effectif . quotité
+          références:
+            Code de la sécurité sociale - Article L241-2-1: https://www.legifrance.gouv.fr/codes/article_lc/LEGIARTI000048684728
+            Code de la sécurité sociale - Article L241-1-2: https://www.legifrance.gouv.fr/codes/article_lc/LEGIARTI000048807182
+            Code de la sécurité sociale - Article D241-7 II (salaire minimum de croissance): https://www.legifrance.gouv.fr/codes/article_lc/LEGIARTI000048852497
+```
diff --git a/src/images/alice.jpg b/src/images/alice.jpg
new file mode 100644
index 0000000..df484e0
Binary files /dev/null and b/src/images/alice.jpg differ
diff --git a/src/images/documentation.png b/src/images/documentation.png
new file mode 100644
index 0000000..f987015
Binary files /dev/null and b/src/images/documentation.png differ
diff --git a/src/images/grégoire.jpg b/src/images/grégoire.jpg
new file mode 100644
index 0000000..13449cf
Binary files /dev/null and b/src/images/grégoire.jpg differ
diff --git a/src/images/jalil.jpg b/src/images/jalil.jpg
new file mode 100644
index 0000000..1b7a761
Binary files /dev/null and b/src/images/jalil.jpg differ
diff --git a/src/images/veronique.jpg b/src/images/veronique.jpg
new file mode 100644
index 0000000..2bbe5a0
Binary files /dev/null and b/src/images/veronique.jpg differ
diff --git a/src/images/veroniquer.jpg b/src/images/veroniquer.jpg
new file mode 100644
index 0000000..084a281
Binary files /dev/null and b/src/images/veroniquer.jpg differ
diff --git a/src/layouts/RevealLayout.astro b/src/layouts/RevealLayout.astro
index f45d9c7..afc6e92 100644
--- a/src/layouts/RevealLayout.astro
+++ b/src/layouts/RevealLayout.astro
@@ -29,6 +29,9 @@ import 'reveal.js/dist/theme/white.css';
 
 <script>
 	import Reveal from 'reveal.js';
+	import RevealNotes from  'reveal.js/plugin/notes/notes'
 
-	Reveal.initialize();
+	Reveal.initialize({
+		plugins: [RevealNotes],
+	});
 </script>
diff --git a/src/pages/index.astro b/src/pages/index.astro
index c09a4fd..9840899 100644
--- a/src/pages/index.astro
+++ b/src/pages/index.astro
@@ -9,16 +9,20 @@ import Ouverture from "../slides/Ouverture.astro";
 import Context from "../slides/Context.astro";
 import HowDoesItWork from "../slides/HowDoesItWork.astro";
 import RulesExamples from "../slides/RulesExamples.astro";
+import TheDownsides from "../slides/TheDownsides.astro";
+import ThankYou from "../slides/ThankYou.astro";
 ---
 
 <RevealLayout>
     <Ouverture/>
     <Context/>
     <RulesExamples/>
-    <Demonstration/>
+    <ExpertsAndUsers/>
     <HowDoesItWork/>
     <InteractiveDocumentation/>
+    <Demonstration/>
     <RunningTheRules/>
-    <ExpertsAndUsers/>
+    <TheDownsides/>
     <Conclusion/>
+    <ThankYou/>
 </RevealLayout>
diff --git a/src/slides/Conclusion.astro b/src/slides/Conclusion.astro
index 410b213..d5fc0b3 100644
--- a/src/slides/Conclusion.astro
+++ b/src/slides/Conclusion.astro
@@ -1,5 +1,10 @@
 <section>
     <h2>Conclusion</h2>
 
-    Publicodes has been a key enabler for writing all our tools
+    <ul>
+        <li class="fragment">Publicodes has been a key enabler</li>
+        <li class="fragment">Rules as Code approach brings transparency</li>
+        <li class="fragment">Our work continues to expand across more regulations and use cases</li>
+        <li class="fragment">Challenges remain: language limitations, maintainability tradeoffs, and debugging complexity</li>
+    </ul>
 </section>
diff --git a/src/slides/Context.astro b/src/slides/Context.astro
index bca9d34..f95de21 100644
--- a/src/slides/Context.astro
+++ b/src/slides/Context.astro
@@ -1,37 +1,68 @@
+---
+import { Image } from 'astro:assets';
+import veroniqueImg from '../images/veronique.jpg';
+import aliceImg from '../images/alice.jpg';
+import jalilImg from '../images/jalil.jpg';
+import gregoireImg from '../images/grégoire.jpg';
+---
+
 <section>
     <section>
         <h1>Context</h1>
     </section>
+    <section>
+        <h2>The team</h2>
+
+        <div style="display: grid; grid-template-columns: repeat(4, 1fr); gap: 20px; text-align: center;">
+            <div class="fragment">
+                <Image src={veroniqueImg} alt="Véronique Rab" width={150} height={150} style="border-radius: 50%; object-fit: cover; box-shadow: 0 4px 8px rgba(0,0,0,0.1);" />
+                <h3 style="margin-bottom: 0; margin-top: 10px; font-size: 1em;">Véronique Rab</h3>
+                <p style="margin-top: 5px; font-size: 0.9em; color: #666;">Product Owner</p>
+            </div>
+            <div class="fragment">
+                <Image src={aliceImg} alt="Alice Dahan" width={150} height={150} style="border-radius: 50%; object-fit: cover; box-shadow: 0 4px 8px rgba(0,0,0,0.1);" />
+                <h3 style="margin-bottom: 0; margin-top: 10px; font-size: 1em;">Alice Dahan</h3>
+                <p style="margin-top: 5px; font-size: 0.9em; color: #666;">Developer</p>
+            </div>
+            <div class="fragment">
+                <Image src={jalilImg} alt="Jalil Arfaoui" width={150} height={150} style="border-radius: 50%; object-fit: cover; box-shadow: 0 4px 8px rgba(0,0,0,0.1);" />
+                <h3 style="margin-bottom: 0; margin-top: 10px; font-size: 1em;">Jalil Arfaoui</h3>
+                <p style="margin-top: 5px; font-size: 0.9em; color: #666;">Developer</p>
+            </div>
+            <div class="fragment">
+                <Image src={gregoireImg} alt="Grégoire Lopez-Rios" width={150} height={150} style="border-radius: 50%; object-fit: cover; box-shadow: 0 4px 8px rgba(0,0,0,0.1);" />
+                <h3 style="margin-bottom: 0; margin-top: 10px; font-size: 1em;">Grégoire Lopez-Rios</h3>
+                <p style="margin-top: 5px; font-size: 0.9em; color: #666;">Users Relations</p>
+            </div>
+        </div>
+    </section>
     <section>
         <h2>The problem</h2>
         <ul>
-            <li>French legislation is complex</li>
-            <li>Wide variety of users and situations</li>
-            <li>Explicability (not an AI)</li>
+            <li class="fragment">French legislation is complex</li>
+            <li class="fragment">Wide variety of users and situations</li>
+            <li class="fragment">Explicability (not an AI)</li>
         </ul>
     </section>
     <section>
         <h2>The story of a state startup</h2>
 
-        Historique du projet
+        <ul>
+            <li class="fragment">2014: Started as « My company in France »</li>
+            <li class="fragment">2016: New version using Yaml rules</li>
+            <li class="fragment">2018: Publicodes was born</li>
+            <li class="fragment">2019: Transferred to Urssaf</li>
+            <li class="fragment">2020: Acceleration, new tools</li>
+            <li class="fragment">2024: New team</li>
+        </ul>
     </section>
     <section>
         <h2>Rules as Code and Publicodes</h2>
 
         <ul>
-            <li>Born within mon-entreprise</li>
-            <li>A language for describing executable rules</li>
-            <li>Now standalone open source project</li>
-        </ul>
-    </section>
-
-    <section>
-        <h2>Context & Background</h2>
-
-        <ul>
-            <li><strong>mon-entreprise.urssaf.fr</strong> project developed via beta.gouv.fr</li>
-            <li>Using <strong>Publicodes</strong> to formalize rules</li>
-            <li>Mature project, integrated into Urssaf</li>
+            <li class="fragment">Born within mon-entreprise</li>
+            <li class="fragment">A language for describing executable rules</li>
+            <li class="fragment">Now standalone open source project</li>
         </ul>
     </section>
 </section>
diff --git a/src/slides/Demonstration.astro b/src/slides/Demonstration.astro
index 536e165..b969d46 100644
--- a/src/slides/Demonstration.astro
+++ b/src/slides/Demonstration.astro
@@ -2,8 +2,18 @@
     <h2>Tool Demonstrations</h2>
 
     <ul>
-        <li>Salary & contributions simulator</li>
-        <li>Status comparison tool</li>
-        <li>Retirement rights calculator</li>
+        <li class="fragment">Salary & contributions simulator</li>
+        <li class="fragment">Status comparison tool</li>
+        <li class="fragment">Retirement rights calculator</li>
     </ul>
+    <aside class="notes">
+        <ul>
+            <li>Simulateur salarié : Saisir un salaire brut, montrer comment les objectifs sont interdépendants,
+                montrer le lien SMIC, montrer la doc du calcul des cotisations, montrer comment la réponse aux questions
+                influe sur le calcul, montrer la fiche de paie
+            </li>
+            <li>Comparateur de statuts : Bien montrer comment on donne les couts mais aussi les projections en matière de couvertures sociales</li>
+            <li>Simulateur auto-entrepreneureuse : Montrer les projections de montant de retraite</li>
+        </ul>
+    </aside>
 </section>
diff --git a/src/slides/ExpertsAndUsers.astro b/src/slides/ExpertsAndUsers.astro
index 47e140a..61f4df3 100644
--- a/src/slides/ExpertsAndUsers.astro
+++ b/src/slides/ExpertsAndUsers.astro
@@ -1,19 +1,42 @@
 <section>
     <section>
-        <h2>Collaboration with Experts & Users</h2>
+        <h1>Collaboration with Experts & Users</h1>
 
         How we interact with Urssaf experts and users to refine rules.
     </section>
 
     <section>
-        Nos interactions avec les directions métiers
+        <h2>Our interactions with Urssaf departments</h2>
+        <ul>
+            <li class="fragment">Incoming requests</li>
+            <li class="fragment">Outgoing requests</li>
+            <li class="fragment">Demonstrations</li>
+        </ul>
+        <aside class="notes">
+            <li>Parler des différents types d’interactions avec les équipes Urssaf</li>
+            <li>Faire la différence entre ce qu’on nous demande (roadmap) et les moments où nous on va chercher l’info</li>
+            <li>Parler des démos</li>
+            <li>Utilisation des outils existants aussi</li>
+        </aside>
     </section>
 
     <section>
-        Nos interactions avec les experts hors Urssaf
+        <h2>Our interactions with other expertise</h2>
+        <ul>
+            <li class="fragment">Rules and law research</li>
+            <li class="fragment">Try to have access to direct contacts</li>
+        </ul>
+        <aside class="notes">
+            <li>BPI, Impôts, INSEE …</li>
+        </aside>
     </section>
 
     <section>
-        Nos interactions avec les usagers
+        <h2>Our interactions with users</h2>
+        <ul>
+            <li class="fragment">Multiple channels : Crisp, Github</li>
+            <li class="fragment">Multiple issues : Calculations errors, missing uses cases, UX issues …</li>
+            <li class="fragment">Multiple outcomes : Calculations adjustments, new tools, interface clarifications …</li>
+        </ul>
     </section>
 </section>
diff --git a/src/slides/InteractiveDocumentation.astro b/src/slides/InteractiveDocumentation.astro
index 89b796f..3131523 100644
--- a/src/slides/InteractiveDocumentation.astro
+++ b/src/slides/InteractiveDocumentation.astro
@@ -1,12 +1,9 @@
+---
+import { Image } from "astro:assets"
+import documentation from "../images/documentation.png"
+---
+
 <section>
-    <section>
-        <h1>Interactive Documentation</h1>
-    </section>
-    <section>
-        <h2>Automatic Documentation</h2>
-
-        capture d’écran de la documentation automatique
-
-        Ou démonstration plutôt ?
-    </section>
+    <h2>Automatic Interactive Documentation</h2>
+    <Image src={documentation} alt="documentation" />
 </section>
diff --git a/src/slides/RulesExamples.astro b/src/slides/RulesExamples.astro
index 025513a..84d8c81 100644
--- a/src/slides/RulesExamples.astro
+++ b/src/slides/RulesExamples.astro
@@ -1,15 +1,27 @@
+---
+import PublicodesSalarieCotisations from "../code-examples/PublicodesSalarieCotisations.md"
+import PublicodesSalarieMaladie from "../code-examples/PublicodesSalarieMaladie.md"
+import Bareme from "../code-examples/Bareme.md"
+---
+
 <section>
     <section>
         <h1>Rules examples</h1>
     </section>
 
     <section>
-        <h2>Example modele-social 1</h2>
+        <h2>Employee contributions</h2>
+
+        <PublicodesSalarieCotisations />
     </section>
     <section>
-        <h2>Example modele-social 2</h2>
+        <h2>Health insurance</h2>
+
+        <PublicodesSalarieMaladie />
     </section>
     <section>
-        <h2>Example modele-social 3</h2>
+        <h2>Advanced computations mechanisms</h2>
+
+        <Bareme />
     </section>
 </section>
diff --git a/src/slides/ThankYou.astro b/src/slides/ThankYou.astro
new file mode 100644
index 0000000..6b8a29e
--- /dev/null
+++ b/src/slides/ThankYou.astro
@@ -0,0 +1,17 @@
+<section>
+    <h1>Thank You!</h1>
+    <div style="margin-top: 40px;">
+        <p class="fragment" style="font-size: 1.2em;">Questions?</p>
+        <div class="fragment" style="margin-top: 50px;">
+            <p style="font-size: 0.9em; margin-bottom: 5px;">Contact us:</p>
+            <p style="font-size: 0.9em; margin-bottom: 5px;">
+                <a href="mailto:contact@mon-entreprise.beta.gouv.fr">contact@mon-entreprise.beta.gouv.fr</a>
+            </p>
+            <p style="font-size: 0.9em; margin-top: 20px;">
+                <a href="https://mon-entreprise.urssaf.fr" target="_blank" style="margin-right: 20px;">
+                    https://mon-entreprise.urssaf.fr
+                </a>
+            </p>
+        </div>
+    </div>
+</section>
diff --git a/src/slides/TheDownsides.astro b/src/slides/TheDownsides.astro
new file mode 100644
index 0000000..31d367d
--- /dev/null
+++ b/src/slides/TheDownsides.astro
@@ -0,0 +1,10 @@
+<section>
+    <h2>The Downsides</h2>
+
+    <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">Difficult to debug</li>
+    </ul>
+</section>
\ No newline at end of file