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@@ -121,16 +121,28 @@ footer{border-top:1px solid var(--line);padding:36px 0;color:var(--muted);font-s
     </article>
 
     <article class="model-card" onclick="showModel('vidar')">
-      <small>2026 · planned / dataset collection</small><h2>Vidar</h2>
-      <p>Planned ORIS vision model currently being developed after the Vyuhu validation work. Dataset collection and evaluation preparation are in progress.</p>
+      <small>2026 · planned / active development</small><h2>Vidar-VL</h2>
+      <p>Planned ORIS vision-language model for understanding images and interacting with visual content in Polish.</p>
       <div class="chips">
-        <span class="chip">image → Polish text</span>
+        <span class="chip">image understanding</span>
+        <span class="chip">Polish vision-language</span>
         <span class="chip">visual question answering</span>
         <span class="chip">OCR / documents</span>
-        <span class="chip">Polish cultural vision</span>
         <span class="chip">multimodal reasoning</span>
       </div>
     </article>
+
+    <article class="model-card" onclick="showModel('orisvision')">
+      <small>2026 · planned research</small><h2>ORIS Vision</h2>
+      <p>Planned compact visual representation model for fast image analysis, embeddings, scoring, retrieval and dataset-oriented filtering.</p>
+      <div class="chips">
+        <span class="chip">vision encoder</span>
+        <span class="chip">embeddings</span>
+        <span class="chip">image scoring</span>
+        <span class="chip">retrieval</span>
+        <span class="chip">visual filtering</span>
+      </div>
+    </article>
   </div>
 </main>
 
@@ -922,61 +934,67 @@ footer{border-top:1px solid var(--line);padding:36px 0;color:var(--muted);font-s
 <article class="detail" id="model-vidar">
   <div class="detail-top"><div class="wrap detail-bar">
     <button class="back" onclick="showIndex()">← All models</button>
-    <div class="detail-name">Vidar</div>
+    <div class="detail-name">Vidar-VL</div>
   </div></div>
 
   <div class="wrap detail-hero">
     <div class="eyebrow">Planned vision-language research</div>
-    <h2>Vidar</h2>
-    <p>
-      A planned ORIS vision model currently in development following the Vyuhu validation work.
-      The current stage is focused on collecting and preparing the visual dataset and evaluation pipeline.
-    </p>
-
-    <div class="update-log">
-      <div class="update-item">
-        <div class="update-date">Current</div>
-        <div class="update-copy">
-          <strong>Visual dataset collection</strong>
-          <span>Building a Polish-oriented image-and-text corpus with source metadata, licensing information and later multimodal enrichment.</span>
-        </div>
-      </div>
-      <div class="update-item">
-        <div class="update-date">Planned</div>
-        <div class="update-copy">
-          <strong>Vision-language model experiments</strong>
-          <span>Image understanding, Polish description, visual question answering, OCR/document interpretation, cultural grounding and multimodal reasoning.</span>
-        </div>
-      </div>
-    </div>
+    <h2>Vidar-VL</h2>
+    <p>A planned ORIS vision-language model focused on understanding images and interacting with visual content in Polish.</p>
 
     <div class="chips">
-      <span class="chip">image → Polish text</span>
+      <span class="chip">image understanding</span>
       <span class="chip">visual question answering</span>
       <span class="chip">OCR / documents</span>
-      <span class="chip">Polish cultural grounding</span>
+      <span class="chip">Polish visual interaction</span>
       <span class="chip">multimodal reasoning</span>
-      <span class="chip">dataset in progress</span>
     </div>
   </div>
 
   <section><div class="wrap">
     <div class="eyebrow">Status</div>
-    <h3 class="section-title">Dataset first.</h3>
+    <h3 class="section-title">Planned and currently under development.</h3>
     <div class="prose">
-      <p>
-        Vidar is currently a planned and actively developed vision-language project.
-        Dataset collection is underway. Further technical details will be published only after the first experimental stage is ready.
-      </p>
+      <p>Vidar-VL is intended as the ORIS vision-language branch for image understanding, visual question answering, OCR-oriented interaction and broader multimodal reasoning.</p>
+    </div>
+    <p class="note">Further technical details will be published when the project reaches its first experimental release.</p>
+  </div></section>
+</article>
+
+<article class="detail" id="model-orisvision">
+  <div class="detail-top"><div class="wrap detail-bar">
+    <button class="back" onclick="showIndex()">← All models</button>
+    <div class="detail-name">ORIS Vision</div>
+  </div></div>
+
+  <div class="wrap detail-hero">
+    <div class="eyebrow">Planned visual representation research</div>
+    <h2>ORIS Vision</h2>
+    <p>A planned compact visual representation model for fast image analysis, embeddings, scoring, retrieval and filtering.</p>
+
+    <div class="chips">
+      <span class="chip">visual embeddings</span>
+      <span class="chip">image scoring</span>
+      <span class="chip">similarity</span>
+      <span class="chip">retrieval</span>
+      <span class="chip">quality filtering</span>
+    </div>
+  </div>
+
+  <section><div class="wrap">
+    <div class="eyebrow">Status</div>
+    <h3 class="section-title">A planned compact vision encoder branch.</h3>
+    <div class="prose">
+      <p>ORIS Vision is intended for efficient visual representation and production-oriented analysis rather than conversational generation. Planned uses include embeddings, similarity, retrieval, scoring and image filtering.</p>
     </div>
-    <p class="note">Vidar · planned vision model · dataset collection in progress</p>
+    <p class="note">Architecture, training sources and implementation details are intentionally not disclosed at this stage.</p>
   </div></section>
 </article>
 
 <footer><div class="wrap">ORIS Research · Independent experimental language-model work · 2025–2027</div></footer>
 
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