diff --git a/resume/assets/avatar.png b/resume/assets/avatar.png
index eb0501e..2fe6d86 100644
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diff --git a/resume/assets/logos/em.svg b/resume/assets/logos/em.svg
new file mode 100644
index 0000000..889abfe
--- /dev/null
+++ b/resume/assets/logos/em.svg
@@ -0,0 +1,97 @@
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diff --git a/resume/assets/logos/ub.png b/resume/assets/logos/ub.png
new file mode 100644
index 0000000..8e1e788
Binary files /dev/null and b/resume/assets/logos/ub.png differ
diff --git a/resume/assets/logos/ucla.png b/resume/assets/logos/ucla.png
deleted file mode 100644
index d264128..0000000
Binary files a/resume/assets/logos/ucla.png and /dev/null differ
diff --git a/resume/profile_fr/education.typ b/resume/profile_fr/education.typ
index b868ea6..7ae288c 100644
--- a/resume/profile_fr/education.typ
+++ b/resume/profile_fr/education.typ
@@ -5,25 +5,25 @@
 #cv-section("Formation")
 
 #cv-entry(
-  title: [Master en Science des Données],
-  society: [Université de Californie à Los Angeles],
-  date: [2018 - 2020],
-  location: [USA],
-  logo: image("../assets/logos/ucla.png"),
+  title: [Diplôme d'Ingénieur en Informatique],
+  society: [ENSEIRB-MATMECA, Bordeaux INP],
+  date: [2023 - 2026],
+  location: [France],
+  logo: image("../assets/logos/em.svg"),
   description: list(
-    [Thèse : Prédiction du taux de désabonnement des clients dans l'industrie des télécommunications en utilisant des algorithmes d'apprentissage automatique et l'analyse de réseau],
-    [Cours : Systèmes et technologies Big Data #h-bar() Exploration et exploitation de données #h-bar() Traitement du langage naturel],
+    [Projet de Fin d'Études : Prototypage et intégration d'agents d'IA aux ressources isolées pour augmenter des systèmes d'information],
+    [Cours : Apprentissage Automatique #h-bar() Explicabilité #h-bar() Science des Données #h-bar() Génie Logiciel #h-bar() Programmation OS],
   ),
 )
 
 #cv-entry(
-  title: [Bachelors en Informatique],
-  society: [Université de Californie à Los Angeles],
-  date: [2014 - 2018],
-  location: [USA],
-  logo: image("../assets/logos/ucla.png"),
+  title: [Cycle Préparatoire Universitaire Intégré],
+  society: [CPBx, Université de Bordeaux],
+  date: [2021 - 2023],
+  location: [France],
+  logo: image("../assets/logos/ub.png"),
   description: list(
-    [Thèse : Exploration de l'utilisation des algorithmes d'apprentissage automatique pour la prédiction des prix des actions : une étude comparative des modèles de régression et de séries chronologiques],
-    [Cours : Systèmes de base de données #h-bar() Réseaux informatiques #h-bar() Génie logiciel #h-bar() Intelligence artificielle],
+    [Projet d'Initiation à la Recherche : IA pour la Linguistique Historique],
+    [Cours : Algèbre Linéaire #h-bar() Analyse différentielle #h-bar() Probabilités et Statistiques #h-bar() Physique #h-bar() Informatique],
   ),
 )
diff --git a/resume/profile_fr/metadata.toml b/resume/profile_fr/metadata.toml
index 8ac9bdb..7a081e7 100644
--- a/resume/profile_fr/metadata.toml
+++ b/resume/profile_fr/metadata.toml
@@ -2,8 +2,8 @@
 
 # Profile: French. See profile_en/metadata.toml for inline documentation
 # of every field.
-header_quote = "Analyste de données expérimenté à la recherche d'un emploi à temps plein disponible dès maintenant"
-cv_footer = "Résumé"
+header_quote = "Ingénieur en Intelligence Artificelle appliqué au TAL. À la recherche d'une thèse dans ce domaine."
+cv_footer = "CV"
 letter_footer = "Lettre de motivation"
 
 [layout]
@@ -38,33 +38,18 @@ letter_footer = "Lettre de motivation"
 
 
 [inject]
-    injected_keywords_list = ["Analyste de Données", "GCP", "Python", "SQL", "Tableau"]
+    injected_keywords_list = ["IA", "TAL", "Python"]
 
 [personal]
-    first_name = "John"
-    last_name = "Doe"
+    first_name = "Thomas"
+    last_name = "Horrut"
 
     [personal.info]
-        github = "yunanwg"
-        phone = "+33 6 12 34 56 78"
-        email = "john.doe@me.org"
-        linkedin = "johndoe"
-        gitlab = "yunanwg"
-        homepage = "johndoe.dev"
-        orcid = "0000-0000-0000-0000"
-        location = "Paris, France"
-
-        [personal.info.custom-degree]
-            awesomeIcon = "graduation-cap"
-            text = "Doctorat en Science des Données"
-            link = "https://www.example.com"
-
-        [personal.info.custom-cert]
-            awesomeIcon = "certificate"
-            text = "AWS Certified"
-            link = "https://aws.amazon.com/certification/"
-
-        # Profile-unique entry: French CV convention often lists driver's licence
-        [personal.info.custom-car]
-            awesomeIcon = "car"
-            text = "Permis B"
+        github = "Convolutio"
+        phone = "+33 7 83 32 77 96"
+        email = "thomas.horrut@bordeaux-inp.fr"
+        linkedin = "thomas.horrut"
+        # gitlab = "thomas.horrut"
+        homepage = "thormas.fr"
+        # orcid = "0000-0000-0000-0000"
+        location = "Bordeaux, France"