diff --git a/_config.yml b/_config.yml
index 01ed257..d840ef9 100644
--- a/_config.yml
+++ b/_config.yml
@@ -39,71 +39,54 @@ medias:
     - title: "Retour d'expérience Elitys"
       url: "https://www.elitys.fr/2024/03/21/retour-dexperience-detection-feux-foret/"
       logo: "https://www.elitys.fr/wp-content/themes/elitys%202/assets/images/elitys.svg"
-      width: 200
     - title: "Article Sécurité&Défense Magazine"
       url: "https://www.youtube.com/watch?v=pCaDu6_HhCY&ab_channel=S%26DMagazineTV%21"
-      logo: "https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTXq8zHVdmsjKb2GNmDWzU_G-FCRR_kH_fxiw&s"
-      width: 200
+      logo: "/img/Securiteetdefense.jpg"
     - title: "Article Les Echos"
       url: "https://www.lesechos.fr/thema/articles/comment-lia-va-proteger-la-foret-francaise-2103277"
       logo: "https://upload.wikimedia.org/wikipedia/fr/b/bb/Les_echos_%28logo%29.svg"
-      width: 200
     - title: "PyTorch Ecosystem Day"
       url: "https://assets.pytorch.org/pted2021/posters/B8.png"
       logo: "https://upload.wikimedia.org/wikipedia/commons/thumb/c/c6/PyTorch_logo_black.svg/1200px-PyTorch_logo_black.svg.png"
-      width: 200
     - title: "Présentation DataXdays 2021"
       url: "https://www.youtube.com/watch?v=QC52bYfXMkM&t=29931s"
       logo: "https://www.davidattali.fr/wp-content/uploads/2021/06/DXD-LOGO.jpg"
-      height: 75
     - title: "Article Le Parisien"
       url: "https://www.leparisien.fr/environnement/incendies-une-ong-invente-un-systeme-pour-detecter-les-feux-de-foret-09-09-2022-YDDO4HSLRFEDLNEGJRMGEGNFAM.php"
       logo: "https://upload.wikimedia.org/wikipedia/commons/5/5b/Le_Parisien_-_logo_2016.png"
-      height: 75
     - title: "Lauréat Prix Epe"
       url: "https://www.tf1info.fr/environnement-ecologie/nous-voulons-aider-les-pompiers-a-lutter-contre-les-incendies-le-projet-pyronear-laureat-du-prix-jeunes-epe-2022-protection-foret-secheresse-2223219.html"
       logo: "/img/logo-epe-asso.org_.png"
-      height: 75
     - title: "Blog de Qarnot"
       url: "https://blog.qarnot.com/les-data-scientists-sauveront-ils-le-monde/"
       logo: "https://pbs.twimg.com/profile_images/1326846994602749952/v1DzuBD-_400x400.jpg"
-      height: 75
     - title: "Podcast Horizon-IA"
       url: "https://www.horizon-ia.com/saison1-feuxdeforets/"
       logo: "https://www.horizon-ia.com/wp-content/uploads/2021/02/logo-site.png"
-      height: 75
     - title: "Présentation Monthly Marty"
       url: "https://www.youtube.com/watch?v=kSwJopxsphQ"
       logo: "https://dataforgood.fr/images/dataforgood.svg"
-      height: 75
     - title: "Journée de la donnée au service de la transition écologique"
       url: "https://www.youtube.com/watch?v=XDUVsrxHf_w&list=PLx4I2Pvlf1NIUV4dQcPolj326bf80YvrT"
       logo: "https://upload.wikimedia.org/wikipedia/commons/5/5b/Logo_ministere_transisiton_ecologique_2020.jpg"
-      height: 100
     - title: "Podcast DataGen"
       url: "https://open.spotify.com/episode/7DqAliUZ4IQp5lFGzgdKZX?si=095203f29a4e4907&nd=1"
       logo: "https://uploads-ssl.webflow.com/621259dd820eb101bbc02c43/6224e861549b6e4a5798fd4c_Logo%20seul_Green-p-500.png"
-      height: 100
     - title: "Europe 1"
       url: "https://www.europe1.fr/emissions/initiative-a-impact/la-lutte-contre-les-feux-de-foret-passe-aussi-par-les-algorithmes-4204947"
       logo: "/img/europe1.png"
-      height: 100
     - title: "Podcast Safety Innov"
       url: "https://open.spotify.com/episode/2NoEt2mCjhMDtlxeu594pG"
       logo: "/img/safety_innov.png"
-      height: 100
     - title: "TedX Tours"
       url: "https://www.youtube.com/watch?v=ZaBdnqnLVBg&ab_channel=TEDxTalks"
       logo: "/img/tedx-tours.png"
-      height: 100
     - title: "Le Monde"
       url: "https://www.lemonde.fr/pixels/article/2023/10/17/avec-pyronear-un-systeme-d-intelligence-artificielle-sous-licence-libre-detecte-les-feux-de-foret-des-les-premieres-fumees_6194994_4408996.html"
       logo: "https://upload.wikimedia.org/wikipedia/commons/5/54/Le_monde_logo.svg"
-      width: 250
     - title: "Techniques de l'ingenieur"
       url: "https://www.techniques-ingenieur.fr/actualite/articles/comment-lia-permet-de-detecter-plus-rapidement-les-incendies-129238/?utm_source=linkedin&utm_medium=social&utm_campaign=72-WM-FY1LKDN&utm_content=ap_qgnbyezfjr"
       logo: "https://cdn.techniques-ingenieur.fr/lucy/ti/cdn.prod.v2.1.0/images/logo-eti.png"
-      width: 250
 
 # Translations
 t:
@@ -198,7 +181,7 @@ t:
         - title: "CENIA"
           url: "https://cenia.cl/"
           logo: "/img/cenia.jpg"
-          content: "Le centre national d'intelligence artificielle chilien avec qui on travaille pour notre premier déploiement à l’étranger"
+          content: "Le centre national d’IA chilien, notre premier partenaire à l’international, déployant des stations à travers le Chile"
           height: 60
         - title: "ADF Subirats"
           url: "https://subirats.cat/adfsubirats/"
@@ -218,7 +201,7 @@ t:
         - title: "SDIS 77"
           url: "https://www.sdis77.fr/"
           logo: "/img/logo_sdis77.png"
-          content: "Notre partenaire en Seine&Marne afin de diversifier les tests terrains"
+          content: "Notre partenaire en Seine & Marne afin de diversifier les tests terrains"
           height: 75
 
     sponsors:
@@ -237,7 +220,7 @@ t:
         - title: "Fondation M33"
           url: "https://www.linkedin.com/showcase/m33-foundation-theodo-group/?originalSubdomain=fr"
           logo: "/img/m33_foundation.jpeg"
-          content: "Qui nous soutient humainement et financièrement via un mécénat d’entreprise"
+          content: "Elle nous accompagne humainement et financièrement grâce à un mécénat d’entreprise engagé."
           height: 100
         - title: "Hi!Paris"
           url: "https://www.hi-paris.fr/"
@@ -257,7 +240,7 @@ t:
         - title: "Latitudes"
           url: "https://www.latitudes.cc/"
           logo: "https://cdn.prod.website-files.com/610e20d69f9e1d3cae586963/6149d32f1c27af536f04ba69_Logo_Latitudes.svg"
-          content: 'Qui nous soutient en participant à leur programme "Study Project" pour impliquer les étudiants dans des projets techniques, avec un mentor'
+          content: 'Qui nous soutient en impliquant ses étudiants dans nos projets techniques, avec l’appui d’un mentor.'
           height: 100
         - title: "Raise Sherpas"
           url: "https://www.raise-sherpas.co/"
@@ -370,7 +353,7 @@ t:
         - title: "CENIA"
           url: "https://cenia.cl/"
           logo: "/img/cenia.jpg"
-          content: "The Chilean National Center of Artificial Intelligence with whom we are working for our first deployment abroad"
+          content: "The Chilean National AI Center, our first international partner, deploying stations across Chile"
           height: 60
         - title: "ADF Subirats"
           url: "https://subirats.cat/adfsubirats/"
@@ -390,7 +373,7 @@ t:
         - title: "SDIS 77"
           url: "https://www.sdis77.fr/"
           logo: "/img/logo_sdis77.png"
-          content: "Our partner in Seine&Marne to diversify field tests"
+          content: "Our partner in Seine & Marne to diversify field tests"
           height: 75
 
     sponsors:
@@ -406,10 +389,10 @@ t:
           logo: "https://atraksis.fr/wp-content/themes/atraksis/assets/img/logo-atraksis-footer.svg"
           content: "A stakeholder for rescue innovation, and our point of contact with firefighters"
           height: 60
-        - title: "Fondation M33"
+        - title: "Foundation M33"
           url: "https://www.linkedin.com/showcase/m33-foundation-theodo-group/?originalSubdomain=fr"
           logo: "/img/m33_foundation.jpeg"
-          content: "Who supports us humanly and financially through corporate sponsorship"
+          content: "The foundation supports us both humanly and financially through committed corporate sponsorship."
           height: 100
         - title: "Hi!Paris"
           url: "https://www.hi-paris.fr/"
@@ -429,7 +412,7 @@ t:
         - title: "Latitudes"
           url: "https://www.latitudes.cc/"
           logo: "https://cdn.prod.website-files.com/610e20d69f9e1d3cae586963/6149d32f1c27af536f04ba69_Logo_Latitudes.svg"
-          content: 'Who supports us by taking part in their program "Study Project" to involve students in technical projects, with a mentor'
+          content: 'Supporting us by involving students in our technical projects, with mentor guidance.'
           height: 50
         - title: "Raise Sherpas"
           url: "https://www.raise-sherpas.co/"
@@ -451,7 +434,7 @@ t:
       content: "To stay updated about our progress or to join the adventure, you can also reach us on social media!"
   es-ct:
     label: es-ct
-    icon: "<img src='/img/catalonia-flag.png' width='20' height='20'/>"
+    icon: "<img src='/img/catalonia-flag.png' width='12' height='9'/>"
     description: "Detecció precoç d'incendis forestals"
     buttons:
       moreInfo: "Més informació"
@@ -538,7 +521,7 @@ t:
         - title: "CENIA"
           url: "https://cenia.cl/"
           logo: "/img/cenia.jpg"
-          content: "El Centre Nacional d'Intel·ligència Artificial de Xile amb qui estem treballant per al nostre primer desplegament a l'estranger"
+          content: "El Centre Nacional d’IA de Xile, el nostre primer soci internacional, desplegant estacions arreu de Xile."
           height: 60
         - title: "ADF Subirats"
           url: "https://subirats.cat/adfsubirats/"
@@ -558,7 +541,7 @@ t:
         - title: "SDIS 77"
           url: "https://www.sdis77.fr/"
           logo: "/img/logo_sdis77.png"
-          content: "El nostre soci a Seine&Marne per diversificar les proves de camp"
+          content: "El nostre soci a Seine & Marne per diversificar les proves de camp"
           height: 75
 
     sponsors:
@@ -577,7 +560,7 @@ t:
         - title: "Fondation M33"
           url: "https://www.linkedin.com/showcase/m33-foundation-theodo-group/?originalSubdomain=fr"
           logo: "/img/m33_foundation.jpeg"
-          content: "Qui ens recolza humana i econòmicament a través del patrocini corporatiu"
+          content: "Ens acompanya humanament i financerament gràcies a un mecenatge empresarial compromès."
           height: 100
         - title: "Hi!Paris"
           url: "https://www.hi-paris.fr/"
@@ -597,7 +580,7 @@ t:
         - title: "Latitudes"
           url: "https://www.latitudes.cc/"
           logo: "https://cdn.prod.website-files.com/610e20d69f9e1d3cae586963/6149d32f1c27af536f04ba69_Logo_Latitudes.svg"
-          content: 'Que ens donen suport participant en el seu programa "Study Project" per implicar els estudiants en projectes tècnics, amb un mentor'
+          content: 'Ens dona suport implicant els seus estudiants en els nostres projectes tècnics, amb el suport d’un mentor.'
           height: 50
         - title: "Raise Sherpas"
           url: "https://www.raise-sherpas.co/"
@@ -706,7 +689,7 @@ t:
         - title: "CENIA"
           url: "https://cenia.cl/"
           logo: "/img/cenia.jpg"
-          content: "El Centro Nacional de Inteligencia Artificial de Chile con el que estamos trabajando para nuestro primer despliegue en el exterior"
+          content: "El Centro Nacional de IA de Chile, nuestro primer socio internacional, desplegando estaciones en todo Chile."
           height: 60
         - title: "ADF Subirats"
           url: "https://subirats.cat/adfsubirats/"
@@ -726,7 +709,7 @@ t:
         - title: "SDIS 77"
           url: "https://www.sdis77.fr/"
           logo: "/img/logo_sdis77.png"
-          content: "Nuestro socio en Seine&Marne diversificará las pruebas sobre el terreno"
+          content: "Nuestro socio en Seine & Marne diversificará las pruebas sobre el terreno"
           height: 75
 
     sponsors:
@@ -745,7 +728,7 @@ t:
         - title: "Fondation M33"
           url: "https://www.linkedin.com/showcase/m33-foundation-theodo-group/?originalSubdomain=fr"
           logo: "/img/m33_foundation.jpeg"
-          content: "Quien nos apoya humana y financieramente a través del patrocinio corporativo"
+          content: "Nos acompaña humana y financieramente gracias a un mecenazgo empresarial comprometido."
           height: 100
         - title: "Hi!Paris"
           url: "https://www.hi-paris.fr/"
@@ -765,7 +748,7 @@ t:
         - title: "Latitudes"
           url: "https://www.latitudes.cc/"
           logo: "https://cdn.prod.website-files.com/610e20d69f9e1d3cae586963/6149d32f1c27af536f04ba69_Logo_Latitudes.svg"
-          content: 'Que nos apoyan participando en su programa "Proyecto de Estudio" para implicar a los estudiantes en proyectos técnicos, con un mentor'
+          content: 'Nos apoya involucrando a sus estudiantes en nuestros proyectos técnicos, con el acompañamiento de un mentor.'
           height: 50
         - title: "Raise Sherpas"
           url: "https://www.raise-sherpas.co/"
diff --git a/_includes/medias.html b/_includes/medias.html
index 2b0c8fa..5ce6360 100644
--- a/_includes/medias.html
+++ b/_includes/medias.html
@@ -21,7 +21,7 @@
       justify-content: space-between;
       text-align: center;
       height: 100%;
-      padding: 20px;
+      padding: 5px;
       box-sizing: border-box;
       background: #fff; /* optional visual separation */
       border-radius: 8px; /* optional for a smoother design */
@@ -30,11 +30,8 @@
     #media .emoji img {
       display: block;
       max-width: 160px;
-      min-width: 120px; /* ensures SVGs with no intrinsic width remain visible */
-      min-height: 50px;
-      max-height: 100px;
       width: auto;
-      height: auto;
+      height: 90px;
       object-fit: contain;
       margin: 0 auto 15px;
     }
diff --git a/_includes/open-data.html b/_includes/open-data.html
index 5826aab..b98dc27 100644
--- a/_includes/open-data.html
+++ b/_includes/open-data.html
@@ -1,40 +1,47 @@
 <section id="opendata" class="section-style">
   <div class="container">
     <div class="row center-flex">
+      <!-- Section Heading -->
       <div class="col-lg-12 text-justify">
         <h2 class="section-heading">{{ site.t.[layout.lang].open-data.title }}</h2>
         <hr class="primary" />
-        <p>
-          {{ site.t.[layout.lang].open-data.text1 }}
-        </p>
-        <p>
-          {{ site.t.[layout.lang].open-data.text2 }}
-        </p>
+        <p>{{ site.t.[layout.lang].open-data.text1 }}</p>
+        <p>{{ site.t.[layout.lang].open-data.text2 }}</p>
       </div>
+
+      <!-- Dataset Box -->
       <div class="col-md-4 text-center">
-         <div class="service-box">
-           <p class="emoji">
+        <div class="service-box">
+          <p class="emoji">
             <a href="{{ site.t.[layout.lang].open-data.ds_url }}">
-                <img alt="HuggingFace-logo" src="{{ site.t.[layout.lang].open-data.ds_image_src  }}" height=100>
+              <img alt="HuggingFace-logo" src="{{ site.t.[layout.lang].open-data.ds_image_src }}" height="100">
             </a>
-           </p class="emoji">
-          <h3 style="color: #054546; ilter: brightness(1.7); font-weight: 600;"> {{ site.t.[layout.lang].open-data.ds_title }} </h3>
-          <p class="text-muted">
-           {{ site.t.[layout.lang].open-data.ds_text }}
+          </p>
+          <h3 style="color: #054546; filter: brightness(1.7); font-weight: 600;">
+            {{ site.t.[layout.lang].open-data.ds_title }}
+          </h3>
+          <p class="text-muted" style="font-weight: 400;">
+            {{ site.t.[layout.lang].open-data.ds_text }}
           </p>
         </div>
       </div>
+
+      <!-- Legal Notice Box -->
       <div class="col-md-4 text-center">
-         <div class="service-box">
-           <p class="emoji">
+        <div class="service-box">
+          <p class="emoji">
             <a href="{{ site.t.[layout.lang].open-data.legal_notice_url }}">
-                <img alt="legal-notice-logo" src="{{ site.t.[layout.lang].open-data.legal_notice_src }}" height=100>
+              <img alt="legal-notice-logo" src="{{ site.t.[layout.lang].open-data.legal_notice_src }}" height="100">
             </a>
-           </p class="emoji">
-          <h3 style="color: #054546; ilter: brightness(1.7); font-weight: 600;"> {{ site.t.[layout.lang].open-data.legal_notice_title }} </h3>
-          <p class="text-muted">
-           {{ site.t.[layout.lang].open-data.legal_notice_text }}
+          </p>
+          <h3 style="color: #054546; filter: brightness(1.7); font-weight: 600;">
+            {{ site.t.[layout.lang].open-data.legal_notice_title }}
+          </h3>
+          <p class="text-muted" style="font-weight: 400;">
+            {{ site.t.[layout.lang].open-data.legal_notice_text }}
           </p>
         </div>
       </div>
-</section>
\ No newline at end of file
+    </div>
+  </div>
+</section>
diff --git a/_includes/partners.html b/_includes/partners.html
index 003b603..a9055b2 100644
--- a/_includes/partners.html
+++ b/_includes/partners.html
@@ -21,7 +21,7 @@
       justify-content: space-between;
       text-align: center;
       height: 100%;
-      padding: 20px;
+      padding: 10px;
       box-sizing: border-box;
       background: #fff; /* optional: helps each box stand out */
       border-radius: 8px; /* optional aesthetic */
@@ -31,15 +31,15 @@
       display: block;
       max-width: 160px;
       min-width: 130px; /* ensures SVGs with no intrinsic width remain visible */
-      max-height: 100px;
+      /*max-height: 100px;*/
       width: auto;
-      height: auto;
+      height: 80px;
       object-fit: contain;
       margin: 0 auto 15px;
     }
 
     #partners h3 {
-      font-size: 1.2rem;
+      font-size: 2.5rem;
       margin: 10px 0 8px;
     }
 
diff --git a/_includes/sponsors.html b/_includes/sponsors.html
index 4306f0c..18cc499 100644
--- a/_includes/sponsors.html
+++ b/_includes/sponsors.html
@@ -19,7 +19,7 @@
       justify-content: space-between;
       text-align: center;
       height: 100%;
-      padding: 15px;
+      padding: 10px;
       box-sizing: border-box;
       background: #fff; /* optional: makes each sponsor block pop */
       border-radius: 8px; /* optional aesthetic */
@@ -29,9 +29,9 @@
       display: block;
       max-width: 160px;
       min-width: 130px; /* ensures SVGs with no intrinsic width remain visible */
-      max-height: 100px;
+      /*max-height: 100px;*/
       width: auto;
-      height: auto;
+      height: 80px;
       object-fit: contain;
       margin: 0 auto 15px;
     }
diff --git a/img/Securiteetdefense.jpg b/img/Securiteetdefense.jpg
new file mode 100644
index 0000000..8f2174f
Binary files /dev/null and b/img/Securiteetdefense.jpg differ
diff --git a/img/catalonia-flag.png b/img/catalonia-flag.png
index aec53b6..508a55d 100644
Binary files a/img/catalonia-flag.png and b/img/catalonia-flag.png differ