diff --git a/client/public/__manus__/version.json b/client/public/__manus__/version.json
index 327c46f..cf9b662 100644
--- a/client/public/__manus__/version.json
+++ b/client/public/__manus__/version.json
@@ -1,4 +1,4 @@
 {
-  "version": "2bfe4358",
-  "timestamp": 1783252262810
+  "version": "aa6b358c",
+  "timestamp": 1783341062192
 }
\ No newline at end of file
diff --git a/server/routers.ts b/server/routers.ts
index 1d79d7f..ef5b861 100644
--- a/server/routers.ts
+++ b/server/routers.ts
@@ -37,7 +37,7 @@ import { scheduleDailyImport } from "./_core/index";
 import { loginLocalUser, hashPassword, ensureAdminExists } from "./localAuth";
 import { classifyArticle } from "./aiClassifier";
 import { getDb } from "./db";
-import { veilleItems, aapItems, articleReads } from "../drizzle/schema";
+import { veilleItems, aapItems, articleReads, processedDedupKeys } from "../drizzle/schema";
 import { isNull, or, eq as eqDrizzle, and, inArray, count } from "drizzle-orm";
 
 // ─── Middleware admin ─────────────────────────────────────────────────────────
@@ -116,14 +116,15 @@ export const appRouter = router({
         const db = await getDb();
         if (!db) throw new TRPCError({ code: "INTERNAL_SERVER_ERROR", message: "DB indisponible" });
 
-        // Récupérer les articles non encore classés par l'IA
+        // Récupérer les articles non encore classés par l'IA OU classés par le fallback rules
         const rows = await db
           .select()
           .from(veilleItems)
-          .where(or(isNull(veilleItems.iaClassifiedBy), isNull(veilleItems.iaRelevant)))
+          .where(or(isNull(veilleItems.iaClassifiedBy), isNull(veilleItems.iaRelevant), eqDrizzle(veilleItems.iaClassifiedBy, "rules")))
           .limit(input.limit);
 
         let processed = 0;
+        let deleted = 0;
         let errors = 0;
 
         for (const row of rows) {
@@ -133,22 +134,34 @@ export const appRouter = router({
               row.resume || "",
               () => ({ typeVeille: (row.typeVeille || "informationnelle") as "reglementaire" | "concurrentielle" | "technologique" | "informationnelle" })
             );
-            await db
-              .update(veilleItems)
-              .set({
-                typeVeille: (aiResult.typeVeille ?? row.typeVeille ?? "informationnelle") as any,
-                iaRelevant: aiResult.relevant,
-                iaClassifiedBy: aiResult.classifiedBy,
-                iaReason: aiResult.reason,
-              })
-              .where(eqDrizzle(veilleItems.id, row.id));
-            processed++;
+            if (!aiResult.relevant) {
+              // Supprimer l'article non pertinent
+              await db.delete(veilleItems).where(eqDrizzle(veilleItems.id, row.id));
+              // Conserver le tombstone pour éviter la réinsertion
+              if (row.dedupKey) {
+                await db.insert(processedDedupKeys)
+                  .values({ dedupKey: row.dedupKey, feedType: "veille" })
+                  .onDuplicateKeyUpdate({ set: { dedupKey: row.dedupKey } });
+              }
+              deleted++;
+            } else {
+              await db
+                .update(veilleItems)
+                .set({
+                  typeVeille: (aiResult.typeVeille ?? row.typeVeille ?? "informationnelle") as any,
+                  iaRelevant: aiResult.relevant,
+                  iaClassifiedBy: aiResult.classifiedBy,
+                  iaReason: aiResult.reason,
+                })
+                .where(eqDrizzle(veilleItems.id, row.id));
+              processed++;
+            }
           } catch {
             errors++;
           }
         }
 
-        return { processed, errors, total: rows.length };
+        return { processed, deleted, errors, total: rows.length };
       }),
 
     // ─── Marquage lu/non lu ──────────────────────────────────────────────────────────────────────
@@ -240,34 +253,45 @@ export const appRouter = router({
         const rows = await db
           .select()
           .from(aapItems)
-          .where(or(isNull(aapItems.iaClassifiedBy), isNull(aapItems.iaRelevant)))
+          .where(or(isNull(aapItems.iaClassifiedBy), isNull(aapItems.iaRelevant), eqDrizzle(aapItems.iaClassifiedBy, "rules")))
           .limit(input.limit);
 
         let processed = 0;
+        let deleted = 0;
         let errors = 0;
 
         for (const row of rows) {
           try {
             const aiResult = await classifyArticle(
               row.titre || "",
-              "",
+              row.resume || "",
               () => ({ typeVeille: "informationnelle" as const })
             );
-            await db
-              .update(aapItems)
-              .set({
-                iaRelevant: aiResult.relevant,
-                iaClassifiedBy: aiResult.classifiedBy,
-                iaReason: aiResult.reason,
-              })
-              .where(eqDrizzle(aapItems.id, row.id));
-            processed++;
+            if (!aiResult.relevant) {
+              await db.delete(aapItems).where(eqDrizzle(aapItems.id, row.id));
+              if (row.dedupKey) {
+                await db.insert(processedDedupKeys)
+                  .values({ dedupKey: row.dedupKey, feedType: "aap" })
+                  .onDuplicateKeyUpdate({ set: { dedupKey: row.dedupKey } });
+              }
+              deleted++;
+            } else {
+              await db
+                .update(aapItems)
+                .set({
+                  iaRelevant: aiResult.relevant,
+                  iaClassifiedBy: aiResult.classifiedBy,
+                  iaReason: aiResult.reason,
+                })
+                .where(eqDrizzle(aapItems.id, row.id));
+              processed++;
+            }
           } catch {
             errors++;
           }
         }
 
-        return { processed, errors, total: rows.length };
+        return { processed, deleted, errors, total: rows.length };
       }),
 
     // ─── Marquage lu/non lu AAP ──────────────────────────────────────────────────────────────────────
diff --git a/todo.md b/todo.md
index 277077b..a96c56a 100644
--- a/todo.md
+++ b/todo.md
@@ -187,5 +187,5 @@
 - [x] Afficher la prochaine date d'exécution dynamique dans les Paramètres (selon mode/heure/jour choisi)
 - [x] Ajouter la règle de rétention configurable dans les Paramètres (supprimer articles > N mois)
 - [x] Implémenter la purge automatique au démarrage du serveur selon la règle de rétention
-- [ ] Déployer en recette
-- [ ] Répliquer BDD recette vers production et déployer le code en production
+- [x] Déployer en recette
+- [x] Répliquer BDD recette vers production et déployer le code en production