feat(wolof): standardized tracks T1-T5 with glossary v4.0 and implemented adaptive multi-sector architecture

apps/api/src/services/ai/index.ts

@@ -112,6 +112,18 @@ class AIService {
         - ZÉRO ANGLAIS (NEVER USE ENGLISH). 
         - ZÉRO HALLUCINATION (ne pas inventer de faits non cités).
         - CONTEXTE : Ne cite jamais "Manga Deaf".
+        
+        RÈGLES D'ADAPTATION SECTORIELLE :
+        - Si "RESTAURATION/TANGANA" : Focus sur l'hygiène (set-setal), la gestion des pertes (ñàkk) et la rapidité.
+        - Si "TEXTILE/COUTURE" : Focus sur la précision (natt), les finitions (bammeel) et la relation client.
+        - Si "AGRO-BUSINESS" : Focus sur la conservation (denc) et la transformation.
+
+        RÈGLES WOLOF (Version 4.0) :
+        - ñ : Utiliser systématiquement ñ (Waññi, Ñaata, Ñàkk).
+        - ë : Utiliser ë pour le son “eu” (Jënd, Dëgër, Téggin).
+        - é : Utiliser é pour son fermé (Liggéey).
+        - Termes : Utiliser 'Wollo' pour confiance, 'Ñàkk' pour perte (éviter Lakk), 'Liggéey' pour travail.
+        - FCFA : Toujours préciser FCFA dans les prix.
         `;
 
         const schema = z.object({
@@ -152,6 +164,17 @@ class AIService {
         
         LEÇON À RÉÉCRIRE :
         ${lessonText}
+
+        RÈGLES D'ADAPTATION SECTORIELLE :
+        - Si "RESTAURATION/TANGANA" : Focus sur l'hygiène (set-setal), la gestion des pertes (ñàkk) et la rapidité.
+        - Si "TEXTILE/COUTURE" : Focus sur la précision (natt), les finitions (bammeel) et la relation client.
+        - Si "AGRO-BUSINESS" : Focus sur la conservation (denc) et la transformation.
+
+        RÈGLES WOLOF (Version 4.0) :
+        - ñ : Utiliser systématiquement ñ (Waññi, Ñaata, Ñàkk).
+        - ë : Utiliser ë pour le son “eu” (Jënd, Dëgër, Téggin).
+        - é : Utiliser é pour son fermé (Liggéey).
+        - Termes : Utiliser 'Wollo' pour confiance, 'Ñàkk' pour perte (éviter Lakk), 'Liggéey' pour travail.
         `;
 
         const result = await this.provider.generateStructuredData(prompt, PersonalizedLessonSchema);

apps/whatsapp-worker/src/index.ts

@@ -6,6 +6,7 @@ import dotenv from 'dotenv';
 import { PrismaClient } from '@repo/database';
 import { sendTextMessage, sendDocumentMessage, downloadMedia, sendInteractiveButtonMessage, sendInteractiveListMessage, sendImageMessage } from './whatsapp-cloud';
 import { sendLessonDay } from './pedagogy';
+import { updateBehavioralScore } from './scoring';
 import { getApiUrl, getAdminApiKey, validateEnvironment, isFeatureEnabled } from './config';
 
 dotenv.config();
@@ -147,7 +148,7 @@ const worker = new Worker('whatsapp-queue', async (job: Job) => {
                     }
                 }
 
-                // 🌟 Adaptive Pedagogy: Dynamic Remediation Logic v1.0 🌟
+                // 🌟 Adaptive Pedagogy: Dynamic Remediation & Diagnostic Logic v1.1 🌟
                 let nextDay = currentDay + 1;
                 const currentProgress = await prisma.userProgress.findUnique({
                     where: { userId_trackId: { userId, trackId } }
@@ -156,6 +157,20 @@ const worker = new Worker('whatsapp-queue', async (job: Job) => {
                 let updatedBadges = [...currentBadges];
 
                 if (feedbackData?.isQualified === false) {
+                    // Check for Adaptive Diagnostic Branching
+                    const diagnosticTrigger = (exerciseCriteria as any)?.diagnostic?.trigger;
+                    const adaptiveModuleId = (exerciseCriteria as any)?.diagnostic?.moduleId;
+
+                    if (diagnosticTrigger && feedbackData?.missingElements?.includes(diagnosticTrigger) && adaptiveModuleId) {
+                        console.log(`[WORKER] Adaptive Diagnostic triggered for User ${userId}: Re-routing to module ${adaptiveModuleId}`);
+                        // 🚀 Redirect to specific module
+                        nextDay = 1; // Modules start at day 1
+                        await prisma.enrollment.updateMany({
+                            where: { userId, status: 'ACTIVE' },
+                            data: { trackId: adaptiveModuleId, currentDay: 1 }
+                        });
+                    }
+
                     const remediationDay = (exerciseCriteria as any)?.remediation?.dayNumber;
                     if (remediationDay && remediationDay !== currentDay) {
                         console.log(`[WORKER] Dynamic remediation triggered for User ${userId}: Day ${currentDay} -> ${remediationDay}`);
@@ -185,7 +200,8 @@ const worker = new Worker('whatsapp-queue', async (job: Job) => {
                         data: {
                             exerciseStatus: 'COMPLETED',
                             score: { increment: 1 },
-                            badges: updatedBadges
+                            badges: updatedBadges,
+                            behavioralScoring: updateBehavioralScore((currentProgress as any)?.behavioralScoring, (exerciseCriteria as any)?.scoring?.impact_success)
                         } as any
                     });
 

apps/whatsapp-worker/src/pedagogy.ts

@@ -50,6 +50,16 @@ export async function sendLessonDay(userId: string, trackId: string, dayNumber:
     }
 
     let lessonText = trackDay.lessonText || '';
+    let exercisePrompt = trackDay.exercisePrompt || '';
+
+    // 🌍 Parallel Multi-Lang Support v1.0 🌍
+    if ((trackDay as any).buttonsJson && (trackDay as any).buttonsJson.content) {
+        const langContent = (trackDay as any).buttonsJson.content[user.language];
+        if (langContent) {
+            lessonText = langContent.lessonText || lessonText;
+            exercisePrompt = langContent.exercisePrompt || exercisePrompt;
+        }
+    }
 
     // 🌟 Personalize Lesson Content 🌟
     if (user.activity && lessonText) {
@@ -171,12 +181,12 @@ export async function sendLessonDay(userId: string, trackId: string, dayNumber:
     }
 
     // 🌟 2. Send Interactive Exercise 🌟
-    if (trackDay.exercisePrompt) {
+    if (exercisePrompt) {
         if (trackDay.exerciseType === 'BUTTON' && trackDay.buttonsJson) {
             const buttons = trackDay.buttonsJson as Array<{ id: string; title: string }>;
-            await sendInteractiveButtonMessage(user.phone, trackDay.exercisePrompt, buttons);
+            await sendInteractiveButtonMessage(user.phone, exercisePrompt, buttons);
         } else {
-            await sendTextMessage(user.phone, trackDay.exercisePrompt);
+            await sendTextMessage(user.phone, exercisePrompt);
         }
     }
 

apps/whatsapp-worker/src/scoring.ts

@@ -0,0 +1,31 @@
+export type BehavioralScoring = {
+    discipline_financiere: number;
+    organisation: number;
+    relation_client: number;
+    risque_management: number;
+};
+
+export function updateBehavioralScore(current: BehavioralScoring | null, impact: Partial<BehavioralScoring> | undefined): BehavioralScoring {
+    const base: BehavioralScoring = current || {
+        discipline_financiere: 50,
+        organisation: 50,
+        relation_client: 50,
+        risque_management: 50
+    };
+
+    if (!impact) return base;
+
+    return {
+        discipline_financiere: Math.min(100, Math.max(0, base.discipline_financiere + (impact.discipline_financiere || 0))),
+        organisation: Math.min(100, Math.max(0, base.organisation + (impact.organisation || 0))),
+        relation_client: Math.min(100, Math.max(0, base.relation_client + (impact.relation_client || 0))),
+        risque_management: Math.min(100, Math.max(0, base.risque_management + (impact.risque_management || 0)))
+    };
+}
+
+export function getLevel(score: number): string {
+    if (score <= 40) return "Informel instable";
+    if (score <= 60) return "Structuration début";
+    if (score <= 80) return "Business organisé";
+    return "Entrepreneur avancé";
+}

packages/database/content/modules/M-GESTION-STOCK-PARALLEL.json

@@ -0,0 +1,42 @@
+{
+    "meta": {
+        "id": "M-GESTION-STOCK-PARALLEL",
+        "version": "1.0",
+        "secteur": "all"
+    },
+    "content": {
+        "FR": {
+            "title": "Maîtrise des Stocks",
+            "lessonText": "Gérer son stock, c'est comme garder son argent. Si le produit pourrit, l'argent s'en va.",
+            "exercisePrompt": "Citez deux produits que vous perdez souvent :"
+        },
+        "WOLOF": {
+            "title": "Saytou sa Mbir",
+            "lessonText": "Samm sa stock, mooy samm sa xaalis. Su product bi yàquwee, sa xaalis mooy sotti (Ñàkk).",
+            "exercisePrompt": "Limal ma ñaari mbir yu la jafe dence :"
+        }
+    },
+    "rules_engine": {
+        "conditions": [
+            {
+                "if": {
+                    "risque_detecte": "Ñàkk"
+                },
+                "then": {
+                    "priorite": "haute",
+                    "impact": {
+                        "organisation": -5
+                    }
+                }
+            }
+        ]
+    },
+    "scoring": {
+        "impact_success": {
+            "discipline_financiere": 10
+        },
+        "impact_fail": {
+            "organisation": -2
+        }
+    }
+}

packages/database/content/modules/M-RESTAURATION-WO.json

@@ -0,0 +1,90 @@
+{
+    "meta": {
+        "id": "M-RESTAURATION-WO",
+        "version": "1.0",
+        "langue": "wolof",
+        "secteur": "restauration",
+        "niveau_business": 2
+    },
+    "modules": [
+        {
+            "id": "GESTION_STOCK_PERISSABLE",
+            "focus_vocab": [
+                "Denc",
+                "Ñàkk",
+                "Rot"
+            ],
+            "scenario": {
+                "contexte": "Gestion des ingrédients (oignons, huile, viande) dans un Tangana.",
+                "lessonText": "Baax na ! Ci sa liggéeyu Tangana, li gën a jafe mooy samm sa stock. Su sooble bi walla yàpp bi yàquwee, sa xaalis mooy sotti. Loolu lañuy woowe Ñàkk.",
+                "dialogue": [
+                    {
+                        "ia": "Ñata sooble nga jënd tey ?",
+                        "user": "5 Kg."
+                    },
+                    {
+                        "ia": "Te ñata lañu dooré ci biir waañ ?",
+                        "user": "4 Kg."
+                    },
+                    {
+                        "ia": "Kon am nga 1 Kg bu des. Naka nga koy dence suba ?"
+                    }
+                ]
+            },
+            "exercice": {
+                "type": "AUDIO",
+                "question": "Nettoolil ma naka nga dence sa yàpp suba sa tel ngir mu bañ a yàqu ?",
+                "criteria": {
+                    "mustInclude": [
+                        {
+                            "id": "METHOD",
+                            "desc": "glacière / frigo / denc bu leer",
+                            "weight": 5
+                        }
+                    ],
+                    "threshold": {
+                        "minScore": 5,
+                        "minMustPass": 1
+                    }
+                }
+            }
+        },
+        {
+            "id": "CALCUL_MARGE_PLAT",
+            "focus_vocab": [
+                "Coût de revient",
+                "Bénéfice",
+                "Marge"
+            ],
+            "scenario": {
+                "contexte": "Calculer le bénéfice sur un plat de Thieb.",
+                "lessonText": "Léegi, nattal sa bénéfice. Su sa cinu Thieb jaralë la 10.000 FCFA te am nga 20 plat, ñata nga koy jaay plat bu ne ?"
+            },
+            "exercice": {
+                "type": "TEXT",
+                "question": "Bindal ma sa prix plat :",
+                "criteria": {
+                    "mustInclude": [
+                        {
+                            "id": "PRICE",
+                            "desc": "montant > 500 FCFA",
+                            "weight": 5
+                        }
+                    ],
+                    "threshold": {
+                        "minScore": 5,
+                        "minMustPass": 1
+                    }
+                }
+            }
+        }
+    ],
+    "simulation": {
+        "id": "SIM-RENTABILITE-TANGANA",
+        "params": {
+            "loyer_place": 2500,
+            "gaz_jour": 1500,
+            "matiere_moyenne_plat": 600
+        }
+    }
+}

packages/database/content/tracks/T1-WO.json

@@ -7,7 +7,7 @@
         {
             "dayNumber": 1,
             "title": "Kan, Lan, Naka",
-            "lessonText": "Dalal jàmm ci XAMLÉ ! Tey danuy tàmbale lu yomb. Ñu bari dañuy wax : 'damay def commerce'. Waaye loolu leeralul sa kiliifa dara. Wax ma bu leer : ÑAN ngay jàppalè, LAN ngay def, te NAKA ngay amé xaalis ?",
+            "lessonText": "Dalal jàmm ci XAMLÉ ! Tey danuy tàmbale lu yomb. Ñu bari dañuy wax : 'damay def commerce'. Waaye loolu leeralul sa kiliifa dara. Wax ma bu leer : Ñan ngay jàppale, Lan ngay def, te Naka ngay amé xaalis ?",
             "exercisePrompt": "Yónnee ma sa phrase (ex: Damay jaay cere biir quartier bi) :",
             "exerciseType": "AUDIO",
             "exerciseCriteria": {
@@ -344,7 +344,7 @@
         {
             "dayNumber": 11,
             "title": "Kooluté",
-            "lessonText": "Ci businessu Senegaal, kooluté mooy lépp. Naka ngay def ngir kiliifa bi dëgërël sa wax ?",
+            "lessonText": "Ci businessu Senegaal, woolu mooy lépp. Naka ngay def ngir kiliifa bi dëgërël sa wax ?",
             "exercisePrompt": "Lan ngay def ngir ñu gën laa woolu ?",
             "exerciseType": "TEXT",
             "exerciseCriteria": {

packages/database/content/tracks/T2-WO.json

@@ -53,7 +53,7 @@
         {
             "dayNumber": 3,
             "title": "Prix bu dëggu",
-            "lessonText": "Sa prix = Li nga faye + Sa njariñ (marge). Su nga fatte li nga faye ci transport walla courant, dangay liggeeyal keneen.",
+            "lessonText": "Sa prix = Li nga faye + Sa njariñ (marge). Su nga fatte li nga faye ci transport walla courant, dangay liggéeyal keneen.",
             "exercisePrompt": "Naka nga faye sa prix tey ?",
             "exerciseType": "TEXT",
             "exerciseCriteria": {
@@ -64,7 +64,7 @@
                     "mustInclude": [
                         {
                             "id": "METHOD",
-                            "desc": "naka la kalkulé prix bi",
+                            "desc": "nu la limé prix bi",
                             "weight": 5
                         }
                     ],
@@ -128,7 +128,7 @@
         {
             "dayNumber": 6,
             "title": "Investir walla Faye",
-            "lessonText": "Jënd machine ngir liggeey mu gën a gaaw mooy investir. Jënd portable bu bees ngir sa bopp, loolu faye la.",
+            "lessonText": "Jënd masin ngir liggéey mu gën a gaaw mooy investir. Jënd portabel bu bees ngir sa bopp, loolu faye la.",
             "exercisePrompt": "Lan mooy sa prochain gros investissement ci sa business ?",
             "exerciseType": "TEXT",
             "exerciseCriteria": {

packages/database/content/tracks/T3-WO.json

@@ -18,7 +18,7 @@
                     "mustInclude": [
                         {
                             "id": "EMOTION",
-                            "desc": "tiitaange, kooluté, mbégte walla plaisir",
+                            "desc": "titaange, woolu, mbégte walla plaisir",
                             "weight": 5
                         }
                     ],
@@ -72,7 +72,7 @@
                     "mustInclude": [
                         {
                             "id": "OBJECTION",
-                            "desc": "jafe-jafe (prix, jamono, kooluté)",
+                            "desc": "jafe-jafe (prix, jamono, woolu)",
                             "weight": 5
                         }
                     ],
@@ -146,7 +146,7 @@
         {
             "dayNumber": 6,
             "title": "Pitch 30s",
-            "lessonText": "Naka ngay convaincre kiliifa bi ngay guiss ci taxi walla ci marché bi ci 30 seconde ?",
+            "lessonText": "Naka ngay wóoral kiliifa bi ngay guiss ci taxi walla ci marche bi ci 30 seconde ?",
             "exercisePrompt": "Yónnee ma audio sa pitch bu gàtt ci 30 seconde ngir jaay sa mbir :",
             "exerciseType": "AUDIO",
             "exerciseCriteria": {
@@ -220,8 +220,8 @@
         {
             "dayNumber": 8,
             "title": "Natt bi",
-            "lessonText": "Natt bi tollu na : Naka ngay tontu kiliifa bu la wax 'Sa concurrent dafa yomb' ?",
-            "exercisePrompt": "Yónnee ma audio ngir convaincre ma ma jënd ci yaw :",
+            "lessonText": "Natt bi tollu na : Naka ngay tontu kiliifa bu la wax 'Sa moroom dafa yomb' ?",
+            "exercisePrompt": "Yónnee ma audio ngir wóoral ma ma jënd ci yaw :",
             "exerciseType": "AUDIO",
             "exerciseCriteria": {
                 "version": "1.0",
@@ -236,7 +236,7 @@
                         },
                         {
                             "id": "TRUST",
-                            "desc": "kooluté",
+                            "desc": "woolu",
                             "weight": 5
                         }
                     ],

packages/database/content/tracks/T4-WO.json

@@ -56,7 +56,7 @@
         },
         {
             "dayNumber": 3,
-            "title": "Kooluté bi",
+            "title": "Wollo bi",
             "lessonText": "Banque yi ak fournisseur yu mag yi, papier lañuy laaj. Su nga amul papier, daggay des commerçant bu ndaw rekk.",
             "exercisePrompt": "Baax na, yan opportunité nga mas a ñàkk ndax sa mbir bindoowul ?",
             "exerciseType": "TEXT",
@@ -128,7 +128,7 @@
         {
             "dayNumber": 6,
             "title": "Cahier de Cash",
-            "lessonText": "Bindal lépp li duggu ak li génn. Bul jaxasse sa xaalis bopp ak xaalisou business bi.",
+            "lessonText": "Bindal lépp li duggu ak li génn. Bul jaxasse sa xaalissu bopp ak xaalissu business bi.",
             "exercisePrompt": "Su nga bëggoon a séparer sa deux comptes suba, lan mooy jafe jafe bi ?",
             "exerciseType": "TEXT",
             "exerciseCriteria": {

packages/database/content/tracks/T5-WO.json

@@ -107,8 +107,8 @@
         {
             "dayNumber": 5,
             "title": "Pitch Financeur",
-            "lessonText": "Doo jaay banquier bi sa produit, dangay jaay kooluté ne mën nga fay sa bor. Wone ko ne nga xam sa chiffre yi.",
-            "exercisePrompt": "Yónnee ma audio ngir convaincre ma ma abal la xaalis :",
+            "lessonText": "Doo jaay banquier bi sa produit, dangay jaay woolu ne mën nga fay sa bor. Wone ko ne nga xam sa chiffre yi.",
+            "exercisePrompt": "Yónnee ma audio ngir wóoral ma ma abal la xaalis :",
             "exerciseType": "AUDIO",
             "exerciseCriteria": {
                 "version": "1.0",

packages/database/prisma/schema.prisma

@@ -97,6 +97,7 @@ model UserProgress {
   lastInteraction DateTime       @default(now())
   exerciseStatus  ExerciseStatus @default(PENDING)
   badges          Json?          // Array of strings: ["CLARTE", "CONFIANCE"]
+  behavioralScoring Json?         // { discipline_financiere: 0, organisation: 0, ... }
   createdAt       DateTime       @default(now())
   updatedAt       DateTime       @updatedAt
 

packages/database/src/seed.ts

@@ -7,84 +7,119 @@ import path from 'path';
  * Safe to call multiple times — checks for existing data before inserting/updating.
  */
 export async function seedDatabase(prisma: PrismaClient): Promise<{ seeded: boolean; message: string }> {
-    const contentDir = path.resolve(__dirname, '../content/tracks');
+    const tracksDir = path.resolve(__dirname, '../content/tracks');
+    const modulesDir = path.resolve(__dirname, '../content/modules');
 
-    if (!fs.existsSync(contentDir)) {
-        return { seeded: false, message: `Content directory not found: ${contentDir}` };
-    }
-
-    const files = fs.readdirSync(contentDir).filter(f => f.endsWith('.json'));
+    let totalSynced = 0;
 
-    if (files.length === 0) {
-        return { seeded: false, message: "No track files found in content/tracks." };
+    // 1. Sync regular tracks
+    if (fs.existsSync(tracksDir)) {
+        const trackFiles = fs.readdirSync(tracksDir).filter(f => f.endsWith('.json'));
+        console.log(`[SEED] Found ${trackFiles.length} track files.`);
+        for (const file of trackFiles) {
+            await syncTrackFile(prisma, path.join(tracksDir, file));
+            totalSynced++;
+        }
     }
 
-    console.log(`[SEED] Found ${files.length} track files.`);
-
-    for (const file of files) {
-        try {
-            const filePath = path.join(contentDir, file);
-            const content = JSON.parse(fs.readFileSync(filePath, 'utf-8'));
+    // 2. Sync modular adaptive content
+    if (fs.existsSync(modulesDir)) {
+        const moduleFiles = fs.readdirSync(modulesDir).filter(f => f.endsWith('.json'));
+        console.log(`[SEED] Found ${moduleFiles.length} modular files.`);
+        for (const file of moduleFiles) {
+            await syncModuleFile(prisma, path.join(modulesDir, file));
+            totalSynced++;
+        }
+    }
 
-            if (!content.trackId || !Array.isArray(content.days)) {
-                console.warn(`[SEED] Skipping invalid track file: ${file} (missing trackId or days)`);
-                continue;
-            }
+    return { seeded: true, message: `✅ ${totalSynced} files synchronized successfully.` };
+}
 
-            console.log(`[SEED] Syncing Track: ${content.title} (${content.language})...`);
+async function syncTrackFile(prisma: PrismaClient, filePath: string) {
+    const content = JSON.parse(fs.readFileSync(filePath, 'utf-8'));
+    if (!content.trackId || !Array.isArray(content.days)) return;
 
-            // 1. Upsert Track
-            const track = await prisma.track.upsert({
-                where: { id: content.trackId },
-                update: {
-                    title: content.title,
-                    description: content.description || '',
-                    duration: Math.ceil(content.days.reduce((max: number, d: any) => Math.max(max, d.dayNumber), 0)),
-                    language: content.language,
-                },
-                create: {
-                    id: content.trackId,
-                    title: content.title,
-                    description: content.description || '',
-                    duration: Math.ceil(content.days.reduce((max: number, d: any) => Math.max(max, d.dayNumber), 0)),
-                    language: content.language,
-                }
-            });
+    const track = await prisma.track.upsert({
+        where: { id: content.trackId },
+        update: {
+            title: content.title,
+            description: content.description || '',
+            duration: Math.ceil(content.days.reduce((max: number, d: any) => Math.max(max, d.dayNumber), 0)),
+            language: content.language,
+        },
+        create: {
+            id: content.trackId,
+            title: content.title,
+            description: content.description || '',
+            duration: Math.ceil(content.days.reduce((max: number, d: any) => Math.max(max, d.dayNumber), 0)),
+            language: content.language,
+        }
+    });
 
-            // 2. Upsert TrackDays
-            for (const day of content.days) {
-                const existing = await prisma.trackDay.findFirst({
-                    where: { trackId: track.id, dayNumber: day.dayNumber }
-                });
+    for (const day of content.days) {
+        await upsertTrackDay(prisma, track.id, day.dayNumber, {
+            title: day.title || `Jour ${day.dayNumber}`,
+            lessonText: day.lessonText,
+            exercisePrompt: day.exercisePrompt,
+            exerciseType: day.exerciseType || 'TEXT',
+            exerciseCriteria: day.exerciseCriteria || null,
+            badges: day.badges || null,
+            audioUrl: day.audioUrl || null,
+            buttonsJson: day.buttonsJson || null,
+        });
+    }
+}
 
-                const dayData = {
-                    trackId: track.id,
-                    dayNumber: day.dayNumber,
-                    title: day.title || `Jour ${day.dayNumber}`,
-                    lessonText: day.lessonText,
-                    exercisePrompt: day.exercisePrompt,
-                    exerciseType: day.exerciseType || 'TEXT',
-                    exerciseCriteria: day.exerciseCriteria || null,
-                    badges: day.badges || null,
-                    audioUrl: day.audioUrl || null,
-                    buttonsJson: day.buttonsJson || null,
-                };
+async function syncModuleFile(prisma: PrismaClient, filePath: string) {
+    const content = JSON.parse(fs.readFileSync(filePath, 'utf-8'));
+    if (!content.meta?.id || !Array.isArray(content.modules)) return;
 
-                if (existing) {
-                    await prisma.trackDay.update({
-                        where: { id: existing.id },
-                        data: dayData
-                    });
-                } else {
-                    await prisma.trackDay.create({
-                        data: dayData
-                    });
-                }
-            }
-        } catch (fileErr: any) {
-            console.error(`[SEED] Failed to sync file ${file}:`, fileErr.message);
+    const track = await prisma.track.upsert({
+        where: { id: content.meta.id },
+        update: {
+            title: `Module: ${content.meta.secteur}`,
+            description: `Adaptive module for ${content.meta.secteur}`,
+            duration: content.modules.length,
+            language: content.meta.langue.toUpperCase() as any,
+        },
+        create: {
+            id: content.meta.id,
+            title: `Module: ${content.meta.secteur}`,
+            description: `Adaptive module for ${content.meta.secteur}`,
+            duration: content.modules.length,
+            language: content.meta.langue.toUpperCase() as any,
         }
+    });
+
+    for (let i = 0; i < content.modules.length; i++) {
+        const mod = content.modules[i];
+        const dayNumber = i + 1; // Modules are mapped to 1, 2, 3...
+        await upsertTrackDay(prisma, track.id, dayNumber, {
+            title: mod.id,
+            lessonText: mod.scenario.lessonText,
+            exercisePrompt: mod.exercice.question,
+            exerciseType: mod.exercice.type || 'TEXT',
+            exerciseCriteria: mod.exercice.criteria || null,
+            badges: null,
+            audioUrl: null,
+            buttonsJson: null,
+        });
     }
+}
+
+async function upsertTrackDay(prisma: PrismaClient, trackId: string, dayNumber: number, data: any) {
+    const existing = await prisma.trackDay.findFirst({
+        where: { trackId, dayNumber }
+    });
 
-    return { seeded: true, message: `✅ ${files.length} modules synchronized successfully.` };
+    if (existing) {
+        await prisma.trackDay.update({
+            where: { id: existing.id },
+            data
+        });
+    } else {
+        await prisma.trackDay.create({
+            data: { ...data, trackId, dayNumber }
+        });
+    }
 }