diff --git a/api/architecture-autonomous.php b/api/architecture-autonomous.php
index 177845e7b..e40ae26f7 100644
--- a/api/architecture-autonomous.php
+++ b/api/architecture-autonomous.php
@@ -159,8 +159,8 @@ if (preg_match('/\[.*\]/s', $ai_suggestions, $json_match)) {
 if (empty($T['ai_optimizations'])) {
     $T['ai_optimizations'] = [
         ['action' => 'Disk cleanup S204', 'priority' => 'medium', 'category' => 'INFRA', 'detail' => 'Log rotation + Docker prune pour libérer espace'],
-        ['action' => 'Consolider modèles Ollama', 'priority' => 'low', 'category' => 'AI', 'detail' => 'weval-brain-v3 peut remplacer mistral + qwen2.5'],
-        ['action' => 'Index Ethica', 'priority' => 'medium', 'category' => 'DATA', 'detail' => 'VACUUM ANALYZE sur medecins_validated (135K+)'],
+        ['action' => 'Consolider modèles Ollama', 'priority' => 'low', 'category' => 'AI', 'detail' => 'weval-brain-v4 LIVE (V96.14 built local Ollama) remplace mistral cloud'],
+        ['action' => 'Index Ethica', 'priority' => 'medium', 'category' => 'DATA', 'detail' => 'VACUUM ANALYZE medecins_validated (50K validated sur 146K total HCPs)'],
     ];
 }