diff --git a/README.md b/README.md
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+---
+language:
+  - fr
+  - bci
+  - dyu
+license: cc-by-4.0
+task_categories:
+  - text-generation
+tags:
+  - kouman
+  - code
+  - sft
+  - python
+  - javascript
+  - html
+  - baoulé
+  - dioula
+  - french
+  - west-africa
+  - ivory-coast
+pretty_name: "Kouman IA — Corpus de Programmation SFT 3.375M"
+size_categories:
+  - 1M<n<10M
+---
+
+# 🇨🇮 Kouman IA — Corpus de Programmation SFT (3 375 000 dialogues)
+
+Corpus massif d'entraînement supervisé (**SFT**) orienté vers le code et l'ingénierie logicielle pour le modèle souverain africain **Kouman IA** développé par **Tree IA labs**.
+
+## 📊 Structure & Répartition
+
+Le corpus est structuré en **135 shards** compressés en gzip (`.jsonl.gz`), totalisant **3 375 000 paires instruction/code** réparties de manière rigoureusement équilibrée : **exactement 25 000 exemples par cellule**.
+
+| Dimension | Nombre | Exemples | Détails |
+|---|---:|---:|---|
+| **Familles applicatives** | 5 | 675 000 chacune | Sites web, calculatrices, scripts Python, jeux Python, applications avec architecture complète |
+| **Paires linguistiques** | 9 | 375 000 chacune | `fr_fr`, `dyu_dyu`, `bci_bci`, `dyu_fr`, `bci_fr`, `fr_dyu`, `fr_bci`, `dyu_bci`, `bci_dyu` |
+| **Niveaux de difficulté** | 3 | 1 125 000 chacun | Débutant, Intermédiaire, Avancé |
+| **Total cellules** | **135** | **25 000 chacune** | **3 375 000 dialogues au total** |
+
+## 🛠 Format des données
+
+Chaque exemple est un objet JSON conforme à la structure conversationnelle Kouman IA :
+
+```json
+{
+  "messages": [
+    {"role": "user", "content": "..."},
+    {"role": "assistant", "content": "```python\n...\n```"}
+  ],
+  "metadata": {
+    "family": "script_python",
+    "language_pair": "fr_bci",
+    "difficulty": "intermediaire",
+    "task_id": "...",
+    "human_reviewed": false
+  }
+}
+```
+
+## 🔍 Validation & Contrôles Qualité
+
+- **Scan intégral (3 375 000 lignes)** : 0 erreur de syntaxe JSON, aucun message vide, rôles `user`/`assistant` alternés sans rôle système.
+- **Syntaxe du code** : Validée sur 540 échantillons représentatifs via `ast.parse` (Python), `HTMLParser` (HTML) et Node.js (JavaScript).
+- **Unicité** : Unicité textuelle exacte vérifiée au sein de chaque cellule.
+- **Traductions locales (Baoulé & Dioula)** : Produites par traduction automatique, en attente de validation native par des locuteurs certifiés (`human_reviewed: false`).
+
+## 🚀 Utilisation avec Python & Datasets
+
+### Lecture directe en streaming (sans décompresser tout le corpus)
+
+```python
+import gzip, json, glob
+
+def charger_dialogues(repertoire="."):
+    for chemin in sorted(glob.glob(f"{repertoire}/*.jsonl.gz")):
+        with gzip.open(chemin, "rt", encoding="utf-8") as f:
+            for ligne in f:
+                yield json.loads(ligne)
+```
+
+## 📜 Empreintes & Traçabilité
+
+- **SHA-256 `manifest.json`** : `38177ba9abe845998b3b9320bf621b9367ce1abc38151bacb09c412721a9e2b7`
+- **Volume total compressé** : 197 112 841 octets (~188 Mo sur 135 shards)
+
+## 🏛 Licence & Crédits
+
+- **Concepteur & Développeur :** [Tree IA labs](https://huggingface.co/Tree-AI-lab)
+- **Licence :** CC BY 4.0
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diff --git a/matrice_taches_fr.json b/matrice_taches_fr.json
new file mode 100644
index 0000000000000000000000000000000000000000..42cc5da583057465f5ffd5954480a904abad0647
--- /dev/null
+++ b/matrice_taches_fr.json
@@ -0,0 +1,1928 @@
+{
+  "dataset": "kouman_code_instruct",
+  "status": "task_matrix_ready_for_generator_integration",
+  "target_examples": 3375000,
+  "families": [
+    "site_web",
+    "calculatrice",
+    "script_python",
+    "jeu_python",
+    "interface_architecture"
+  ],
+  "language_pairs": [
+    "fr_fr",
+    "dyu_dyu",
+    "bci_bci",
+    "dyu_fr",
+    "bci_fr",
+    "fr_dyu",
+    "fr_bci",
+    "dyu_bci",
+    "bci_dyu"
+  ],
+  "difficulty_levels": [
+    "debutant",
+    "intermediaire",
+    "avance"
+  ],
+  "cell_count": 135,
+  "tasks": [
+    {
+      "cell_id": "site_web__fr_fr__debutant",
+      "family": "site_web",
+      "language_pair": "fr_fr",
+      "input_language": "fr",
+      "response_language": "fr",
+      "difficulty": "debutant",
+      "domain_fr": "atelier de réparation de vélos",
+      "objective_fr": "présenter les services et horaires, puis recueillir une demande de rendez-vous avec un formulaire validé",
+      "code_archetype": "web_bike_shop",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__fr_fr__intermediaire",
+      "family": "site_web",
+      "language_pair": "fr_fr",
+      "input_language": "fr",
+      "response_language": "fr",
+      "difficulty": "intermediaire",
+      "domain_fr": "atelier de réparation de vélos",
+      "objective_fr": "présenter les services et horaires, puis recueillir une demande de rendez-vous avec un formulaire validé",
+      "code_archetype": "web_bike_shop",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__fr_fr__avance",
+      "family": "site_web",
+      "language_pair": "fr_fr",
+      "input_language": "fr",
+      "response_language": "fr",
+      "difficulty": "avance",
+      "domain_fr": "atelier de réparation de vélos",
+      "objective_fr": "présenter les services et horaires, puis recueillir une demande de rendez-vous avec un formulaire validé",
+      "code_archetype": "web_bike_shop",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__dyu_dyu__debutant",
+      "family": "site_web",
+      "language_pair": "dyu_dyu",
+      "input_language": "dyu",
+      "response_language": "dyu",
+      "difficulty": "debutant",
+      "domain_fr": "catalogue de produits artisanaux",
+      "objective_fr": "filtrer les articles par catégorie et afficher leur prix ainsi que leur disponibilité",
+      "code_archetype": "web_artisan_catalog",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__dyu_dyu__intermediaire",
+      "family": "site_web",
+      "language_pair": "dyu_dyu",
+      "input_language": "dyu",
+      "response_language": "dyu",
+      "difficulty": "intermediaire",
+      "domain_fr": "catalogue de produits artisanaux",
+      "objective_fr": "filtrer les articles par catégorie et afficher leur prix ainsi que leur disponibilité",
+      "code_archetype": "web_artisan_catalog",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__dyu_dyu__avance",
+      "family": "site_web",
+      "language_pair": "dyu_dyu",
+      "input_language": "dyu",
+      "response_language": "dyu",
+      "difficulty": "avance",
+      "domain_fr": "catalogue de produits artisanaux",
+      "objective_fr": "filtrer les articles par catégorie et afficher leur prix ainsi que leur disponibilité",
+      "code_archetype": "web_artisan_catalog",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__bci_bci__debutant",
+      "family": "site_web",
+      "language_pair": "bci_bci",
+      "input_language": "bci",
+      "response_language": "bci",
+      "difficulty": "debutant",
+      "domain_fr": "agenda d’événements communautaires",
+      "objective_fr": "lister les activités avec leur date et permettre une inscription par formulaire",
+      "code_archetype": "web_events",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__bci_bci__intermediaire",
+      "family": "site_web",
+      "language_pair": "bci_bci",
+      "input_language": "bci",
+      "response_language": "bci",
+      "difficulty": "intermediaire",
+      "domain_fr": "agenda d’événements communautaires",
+      "objective_fr": "lister les activités avec leur date et permettre une inscription par formulaire",
+      "code_archetype": "web_events",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__bci_bci__avance",
+      "family": "site_web",
+      "language_pair": "bci_bci",
+      "input_language": "bci",
+      "response_language": "bci",
+      "difficulty": "avance",
+      "domain_fr": "agenda d’événements communautaires",
+      "objective_fr": "lister les activités avec leur date et permettre une inscription par formulaire",
+      "code_archetype": "web_events",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__dyu_fr__debutant",
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+      "difficulty": "debutant",
+      "domain_fr": "catalogue d’une petite bibliothèque",
+      "objective_fr": "chercher les ouvrages par titre, description et disponibilité",
+      "code_archetype": "web_library_catalog",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__dyu_fr__intermediaire",
+      "family": "site_web",
+      "language_pair": "dyu_fr",
+      "input_language": "dyu",
+      "response_language": "fr",
+      "difficulty": "intermediaire",
+      "domain_fr": "catalogue d’une petite bibliothèque",
+      "objective_fr": "chercher les ouvrages par titre, description et disponibilité",
+      "code_archetype": "web_library_catalog",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__dyu_fr__avance",
+      "family": "site_web",
+      "language_pair": "dyu_fr",
+      "input_language": "dyu",
+      "response_language": "fr",
+      "difficulty": "avance",
+      "domain_fr": "catalogue d’une petite bibliothèque",
+      "objective_fr": "chercher les ouvrages par titre, description et disponibilité",
+      "code_archetype": "web_library_catalog",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__bci_fr__debutant",
+      "family": "site_web",
+      "language_pair": "bci_fr",
+      "input_language": "bci",
+      "response_language": "fr",
+      "difficulty": "debutant",
+      "domain_fr": "prise de rendez-vous d’un centre de santé",
+      "objective_fr": "présenter les services et recueillir une demande de rendez-vous avec un nom, une date et un contact",
+      "code_archetype": "web_clinic_booking",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__bci_fr__intermediaire",
+      "family": "site_web",
+      "language_pair": "bci_fr",
+      "input_language": "bci",
+      "response_language": "fr",
+      "difficulty": "intermediaire",
+      "domain_fr": "prise de rendez-vous d’un centre de santé",
+      "objective_fr": "présenter les services et recueillir une demande de rendez-vous avec un nom, une date et un contact",
+      "code_archetype": "web_clinic_booking",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__bci_fr__avance",
+      "family": "site_web",
+      "language_pair": "bci_fr",
+      "input_language": "bci",
+      "response_language": "fr",
+      "difficulty": "avance",
+      "domain_fr": "prise de rendez-vous d’un centre de santé",
+      "objective_fr": "présenter les services et recueillir une demande de rendez-vous avec un nom, une date et un contact",
+      "code_archetype": "web_clinic_booking",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__fr_dyu__debutant",
+      "family": "site_web",
+      "language_pair": "fr_dyu",
+      "input_language": "fr",
+      "response_language": "dyu",
+      "difficulty": "debutant",
+      "domain_fr": "menu d’un restaurant de quartier",
+      "objective_fr": "filtrer les plats par catégorie et afficher les allergènes déclarés pour chaque plat",
+      "code_archetype": "web_restaurant_menu",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__fr_dyu__intermediaire",
+      "family": "site_web",
+      "language_pair": "fr_dyu",
+      "input_language": "fr",
+      "response_language": "dyu",
+      "difficulty": "intermediaire",
+      "domain_fr": "menu d’un restaurant de quartier",
+      "objective_fr": "filtrer les plats par catégorie et afficher les allergènes déclarés pour chaque plat",
+      "code_archetype": "web_restaurant_menu",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__fr_dyu__avance",
+      "family": "site_web",
+      "language_pair": "fr_dyu",
+      "input_language": "fr",
+      "response_language": "dyu",
+      "difficulty": "avance",
+      "domain_fr": "menu d’un restaurant de quartier",
+      "objective_fr": "filtrer les plats par catégorie et afficher les allergènes déclarés pour chaque plat",
+      "code_archetype": "web_restaurant_menu",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__fr_bci__debutant",
+      "family": "site_web",
+      "language_pair": "fr_bci",
+      "input_language": "fr",
+      "response_language": "bci",
+      "difficulty": "debutant",
+      "domain_fr": "inscription d’un club sportif",
+      "objective_fr": "présenter les activités et recueillir une demande d’adhésion",
+      "code_archetype": "web_sports_club",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__fr_bci__intermediaire",
+      "family": "site_web",
+      "language_pair": "fr_bci",
+      "input_language": "fr",
+      "response_language": "bci",
+      "difficulty": "intermediaire",
+      "domain_fr": "inscription d’un club sportif",
+      "objective_fr": "présenter les activités et recueillir une demande d’adhésion",
+      "code_archetype": "web_sports_club",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__fr_bci__avance",
+      "family": "site_web",
+      "language_pair": "fr_bci",
+      "input_language": "fr",
+      "response_language": "bci",
+      "difficulty": "avance",
+      "domain_fr": "inscription d’un club sportif",
+      "objective_fr": "présenter les activités et recueillir une demande d’adhésion",
+      "code_archetype": "web_sports_club",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__dyu_bci__debutant",
+      "family": "site_web",
+      "language_pair": "dyu_bci",
+      "input_language": "dyu",
+      "response_language": "bci",
+      "difficulty": "debutant",
+      "domain_fr": "vitrine d’une coopérative agricole",
+      "objective_fr": "présenter les produits, leur unité de vente et leur prix",
+      "code_archetype": "web_coop_showcase",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__dyu_bci__intermediaire",
+      "family": "site_web",
+      "language_pair": "dyu_bci",
+      "input_language": "dyu",
+      "response_language": "bci",
+      "difficulty": "intermediaire",
+      "domain_fr": "vitrine d’une coopérative agricole",
+      "objective_fr": "présenter les produits, leur unité de vente et leur prix",
+      "code_archetype": "web_coop_showcase",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__dyu_bci__avance",
+      "family": "site_web",
+      "language_pair": "dyu_bci",
+      "input_language": "dyu",
+      "response_language": "bci",
+      "difficulty": "avance",
+      "domain_fr": "vitrine d’une coopérative agricole",
+      "objective_fr": "présenter les produits, leur unité de vente et leur prix",
+      "code_archetype": "web_coop_showcase",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__bci_dyu__debutant",
+      "family": "site_web",
+      "language_pair": "bci_dyu",
+      "input_language": "bci",
+      "response_language": "dyu",
+      "difficulty": "debutant",
+      "domain_fr": "informations sur des lignes de transport local",
+      "objective_fr": "chercher un trajet et afficher ses arrêts ainsi que ses horaires",
+      "code_archetype": "web_transport_routes",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__bci_dyu__intermediaire",
+      "family": "site_web",
+      "language_pair": "bci_dyu",
+      "input_language": "bci",
+      "response_language": "dyu",
+      "difficulty": "intermediaire",
+      "domain_fr": "informations sur des lignes de transport local",
+      "objective_fr": "chercher un trajet et afficher ses arrêts ainsi que ses horaires",
+      "code_archetype": "web_transport_routes",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "site_web__bci_dyu__avance",
+      "family": "site_web",
+      "language_pair": "bci_dyu",
+      "input_language": "bci",
+      "response_language": "dyu",
+      "difficulty": "avance",
+      "domain_fr": "informations sur des lignes de transport local",
+      "objective_fr": "chercher un trajet et afficher ses arrêts ainsi que ses horaires",
+      "code_archetype": "web_transport_routes",
+      "stack": "HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__fr_fr__debutant",
+      "family": "calculatrice",
+      "language_pair": "fr_fr",
+      "input_language": "fr",
+      "response_language": "fr",
+      "difficulty": "debutant",
+      "domain_fr": "calcul d’intérêts simples",
+      "objective_fr": "calculer le montant final à partir du capital, du taux annuel et de la durée",
+      "code_archetype": "calc_simple_interest",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__fr_fr__intermediaire",
+      "family": "calculatrice",
+      "language_pair": "fr_fr",
+      "input_language": "fr",
+      "response_language": "fr",
+      "difficulty": "intermediaire",
+      "domain_fr": "calcul d’intérêts simples",
+      "objective_fr": "calculer le montant final à partir du capital, du taux annuel et de la durée",
+      "code_archetype": "calc_simple_interest",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__fr_fr__avance",
+      "family": "calculatrice",
+      "language_pair": "fr_fr",
+      "input_language": "fr",
+      "response_language": "fr",
+      "difficulty": "avance",
+      "domain_fr": "calcul d’intérêts simples",
+      "objective_fr": "calculer le montant final à partir du capital, du taux annuel et de la durée",
+      "code_archetype": "calc_simple_interest",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__dyu_dyu__debutant",
+      "family": "calculatrice",
+      "language_pair": "dyu_dyu",
+      "input_language": "dyu",
+      "response_language": "dyu",
+      "difficulty": "debutant",
+      "domain_fr": "calcul d’une commande de céréales",
+      "objective_fr": "calculer le prix total selon le poids, le prix par unité et une remise",
+      "code_archetype": "calc_order_total",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__dyu_dyu__intermediaire",
+      "family": "calculatrice",
+      "language_pair": "dyu_dyu",
+      "input_language": "dyu",
+      "response_language": "dyu",
+      "difficulty": "intermediaire",
+      "domain_fr": "calcul d’une commande de céréales",
+      "objective_fr": "calculer le prix total selon le poids, le prix par unité et une remise",
+      "code_archetype": "calc_order_total",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__dyu_dyu__avance",
+      "family": "calculatrice",
+      "language_pair": "dyu_dyu",
+      "input_language": "dyu",
+      "response_language": "dyu",
+      "difficulty": "avance",
+      "domain_fr": "calcul d’une commande de céréales",
+      "objective_fr": "calculer le prix total selon le poids, le prix par unité et une remise",
+      "code_archetype": "calc_order_total",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__bci_bci__debutant",
+      "family": "calculatrice",
+      "language_pair": "bci_bci",
+      "input_language": "bci",
+      "response_language": "bci",
+      "difficulty": "debutant",
+      "domain_fr": "calcul de moyenne scolaire pondérée",
+      "objective_fr": "calculer une moyenne à partir des notes et de leurs coefficients",
+      "code_archetype": "calc_weighted_grade",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__bci_bci__intermediaire",
+      "family": "calculatrice",
+      "language_pair": "bci_bci",
+      "input_language": "bci",
+      "response_language": "bci",
+      "difficulty": "intermediaire",
+      "domain_fr": "calcul de moyenne scolaire pondérée",
+      "objective_fr": "calculer une moyenne à partir des notes et de leurs coefficients",
+      "code_archetype": "calc_weighted_grade",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__bci_bci__avance",
+      "family": "calculatrice",
+      "language_pair": "bci_bci",
+      "input_language": "bci",
+      "response_language": "bci",
+      "difficulty": "avance",
+      "domain_fr": "calcul de moyenne scolaire pondérée",
+      "objective_fr": "calculer une moyenne à partir des notes et de leurs coefficients",
+      "code_archetype": "calc_weighted_grade",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__dyu_fr__debutant",
+      "family": "calculatrice",
+      "language_pair": "dyu_fr",
+      "input_language": "dyu",
+      "response_language": "fr",
+      "difficulty": "debutant",
+      "domain_fr": "estimation d’une mensualité de prêt",
+      "objective_fr": "calculer une mensualité à partir du capital, du taux et de la durée",
+      "code_archetype": "calc_loan_payment",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__dyu_fr__intermediaire",
+      "family": "calculatrice",
+      "language_pair": "dyu_fr",
+      "input_language": "dyu",
+      "response_language": "fr",
+      "difficulty": "intermediaire",
+      "domain_fr": "estimation d’une mensualité de prêt",
+      "objective_fr": "calculer une mensualité à partir du capital, du taux et de la durée",
+      "code_archetype": "calc_loan_payment",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__dyu_fr__avance",
+      "family": "calculatrice",
+      "language_pair": "dyu_fr",
+      "input_language": "dyu",
+      "response_language": "fr",
+      "difficulty": "avance",
+      "domain_fr": "estimation d’une mensualité de prêt",
+      "objective_fr": "calculer une mensualité à partir du capital, du taux et de la durée",
+      "code_archetype": "calc_loan_payment",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__bci_fr__debutant",
+      "family": "calculatrice",
+      "language_pair": "bci_fr",
+      "input_language": "bci",
+      "response_language": "fr",
+      "difficulty": "debutant",
+      "domain_fr": "calcul de rémunération avec heures supplémentaires",
+      "objective_fr": "calculer le salaire brut à partir des heures normales, supplémentaires et des taux",
+      "code_archetype": "calc_overtime_pay",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__bci_fr__intermediaire",
+      "family": "calculatrice",
+      "language_pair": "bci_fr",
+      "input_language": "bci",
+      "response_language": "fr",
+      "difficulty": "intermediaire",
+      "domain_fr": "calcul de rémunération avec heures supplémentaires",
+      "objective_fr": "calculer le salaire brut à partir des heures normales, supplémentaires et des taux",
+      "code_archetype": "calc_overtime_pay",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__bci_fr__avance",
+      "family": "calculatrice",
+      "language_pair": "bci_fr",
+      "input_language": "bci",
+      "response_language": "fr",
+      "difficulty": "avance",
+      "domain_fr": "calcul de rémunération avec heures supplémentaires",
+      "objective_fr": "calculer le salaire brut à partir des heures normales, supplémentaires et des taux",
+      "code_archetype": "calc_overtime_pay",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__fr_dyu__debutant",
+      "family": "calculatrice",
+      "language_pair": "fr_dyu",
+      "input_language": "fr",
+      "response_language": "dyu",
+      "difficulty": "debutant",
+      "domain_fr": "conversion de températures",
+      "objective_fr": "convertir entre Celsius, Fahrenheit et kelvins en refusant les valeurs sous le zéro absolu",
+      "code_archetype": "calc_temperature",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__fr_dyu__intermediaire",
+      "family": "calculatrice",
+      "language_pair": "fr_dyu",
+      "input_language": "fr",
+      "response_language": "dyu",
+      "difficulty": "intermediaire",
+      "domain_fr": "conversion de températures",
+      "objective_fr": "convertir entre Celsius, Fahrenheit et kelvins en refusant les valeurs sous le zéro absolu",
+      "code_archetype": "calc_temperature",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__fr_dyu__avance",
+      "family": "calculatrice",
+      "language_pair": "fr_dyu",
+      "input_language": "fr",
+      "response_language": "dyu",
+      "difficulty": "avance",
+      "domain_fr": "conversion de températures",
+      "objective_fr": "convertir entre Celsius, Fahrenheit et kelvins en refusant les valeurs sous le zéro absolu",
+      "code_archetype": "calc_temperature",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__fr_bci__debutant",
+      "family": "calculatrice",
+      "language_pair": "fr_bci",
+      "input_language": "fr",
+      "response_language": "bci",
+      "difficulty": "debutant",
+      "domain_fr": "estimation du coût d’un trajet",
+      "objective_fr": "calculer la consommation de carburant et son coût à partir de la distance",
+      "code_archetype": "calc_trip_cost",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__fr_bci__intermediaire",
+      "family": "calculatrice",
+      "language_pair": "fr_bci",
+      "input_language": "fr",
+      "response_language": "bci",
+      "difficulty": "intermediaire",
+      "domain_fr": "estimation du coût d’un trajet",
+      "objective_fr": "calculer la consommation de carburant et son coût à partir de la distance",
+      "code_archetype": "calc_trip_cost",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__fr_bci__avance",
+      "family": "calculatrice",
+      "language_pair": "fr_bci",
+      "input_language": "fr",
+      "response_language": "bci",
+      "difficulty": "avance",
+      "domain_fr": "estimation du coût d’un trajet",
+      "objective_fr": "calculer la consommation de carburant et son coût à partir de la distance",
+      "code_archetype": "calc_trip_cost",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__dyu_bci__debutant",
+      "family": "calculatrice",
+      "language_pair": "dyu_bci",
+      "input_language": "dyu",
+      "response_language": "bci",
+      "difficulty": "debutant",
+      "domain_fr": "objectif d’épargne",
+      "objective_fr": "estimer le nombre de versements nécessaires pour atteindre une somme cible",
+      "code_archetype": "calc_savings_goal",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__dyu_bci__intermediaire",
+      "family": "calculatrice",
+      "language_pair": "dyu_bci",
+      "input_language": "dyu",
+      "response_language": "bci",
+      "difficulty": "intermediaire",
+      "domain_fr": "objectif d’épargne",
+      "objective_fr": "estimer le nombre de versements nécessaires pour atteindre une somme cible",
+      "code_archetype": "calc_savings_goal",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__dyu_bci__avance",
+      "family": "calculatrice",
+      "language_pair": "dyu_bci",
+      "input_language": "dyu",
+      "response_language": "bci",
+      "difficulty": "avance",
+      "domain_fr": "objectif d’épargne",
+      "objective_fr": "estimer le nombre de versements nécessaires pour atteindre une somme cible",
+      "code_archetype": "calc_savings_goal",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__bci_dyu__debutant",
+      "family": "calculatrice",
+      "language_pair": "bci_dyu",
+      "input_language": "bci",
+      "response_language": "dyu",
+      "difficulty": "debutant",
+      "domain_fr": "calcul de carrelage",
+      "objective_fr": "estimer le nombre de carreaux et le coût à partir de la surface et d’une marge de perte",
+      "code_archetype": "calc_tiles",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__bci_dyu__intermediaire",
+      "family": "calculatrice",
+      "language_pair": "bci_dyu",
+      "input_language": "bci",
+      "response_language": "dyu",
+      "difficulty": "intermediaire",
+      "domain_fr": "calcul de carrelage",
+      "objective_fr": "estimer le nombre de carreaux et le coût à partir de la surface et d’une marge de perte",
+      "code_archetype": "calc_tiles",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "calculatrice__bci_dyu__avance",
+      "family": "calculatrice",
+      "language_pair": "bci_dyu",
+      "input_language": "bci",
+      "response_language": "dyu",
+      "difficulty": "avance",
+      "domain_fr": "calcul de carrelage",
+      "objective_fr": "estimer le nombre de carreaux et le coût à partir de la surface et d’une marge de perte",
+      "code_archetype": "calc_tiles",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__fr_fr__debutant",
+      "family": "script_python",
+      "language_pair": "fr_fr",
+      "input_language": "fr",
+      "response_language": "fr",
+      "difficulty": "debutant",
+      "domain_fr": "analyse d’un fichier texte",
+      "objective_fr": "compter lignes, mots et caractères, puis enregistrer un rapport",
+      "code_archetype": "script_text_report",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__fr_fr__intermediaire",
+      "family": "script_python",
+      "language_pair": "fr_fr",
+      "input_language": "fr",
+      "response_language": "fr",
+      "difficulty": "intermediaire",
+      "domain_fr": "analyse d’un fichier texte",
+      "objective_fr": "compter lignes, mots et caractères, puis enregistrer un rapport",
+      "code_archetype": "script_text_report",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__fr_fr__avance",
+      "family": "script_python",
+      "language_pair": "fr_fr",
+      "input_language": "fr",
+      "response_language": "fr",
+      "difficulty": "avance",
+      "domain_fr": "analyse d’un fichier texte",
+      "objective_fr": "compter lignes, mots et caractères, puis enregistrer un rapport",
+      "code_archetype": "script_text_report",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__dyu_dyu__debutant",
+      "family": "script_python",
+      "language_pair": "dyu_dyu",
+      "input_language": "dyu",
+      "response_language": "dyu",
+      "difficulty": "debutant",
+      "domain_fr": "récapitulatif de dépenses CSV",
+      "objective_fr": "calculer les totaux par catégorie et signaler les lignes invalides",
+      "code_archetype": "script_expenses_csv",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__dyu_dyu__intermediaire",
+      "family": "script_python",
+      "language_pair": "dyu_dyu",
+      "input_language": "dyu",
+      "response_language": "dyu",
+      "difficulty": "intermediaire",
+      "domain_fr": "récapitulatif de dépenses CSV",
+      "objective_fr": "calculer les totaux par catégorie et signaler les lignes invalides",
+      "code_archetype": "script_expenses_csv",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__dyu_dyu__avance",
+      "family": "script_python",
+      "language_pair": "dyu_dyu",
+      "input_language": "dyu",
+      "response_language": "dyu",
+      "difficulty": "avance",
+      "domain_fr": "récapitulatif de dépenses CSV",
+      "objective_fr": "calculer les totaux par catégorie et signaler les lignes invalides",
+      "code_archetype": "script_expenses_csv",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__bci_bci__debutant",
+      "family": "script_python",
+      "language_pair": "bci_bci",
+      "input_language": "bci",
+      "response_language": "bci",
+      "difficulty": "debutant",
+      "domain_fr": "validation d’un inventaire JSON",
+      "objective_fr": "vérifier les champs obligatoires, les types et les quantités",
+      "code_archetype": "script_inventory_json",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__bci_bci__intermediaire",
+      "family": "script_python",
+      "language_pair": "bci_bci",
+      "input_language": "bci",
+      "response_language": "bci",
+      "difficulty": "intermediaire",
+      "domain_fr": "validation d’un inventaire JSON",
+      "objective_fr": "vérifier les champs obligatoires, les types et les quantités",
+      "code_archetype": "script_inventory_json",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__bci_bci__avance",
+      "family": "script_python",
+      "language_pair": "bci_bci",
+      "input_language": "bci",
+      "response_language": "bci",
+      "difficulty": "avance",
+      "domain_fr": "validation d’un inventaire JSON",
+      "objective_fr": "vérifier les champs obligatoires, les types et les quantités",
+      "code_archetype": "script_inventory_json",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__dyu_fr__debutant",
+      "family": "script_python",
+      "language_pair": "dyu_fr",
+      "input_language": "dyu",
+      "response_language": "fr",
+      "difficulty": "debutant",
+      "domain_fr": "prévisualisation d’un renommage de fichiers",
+      "objective_fr": "proposer de nouveaux noms sans modifier les fichiers avant confirmation",
+      "code_archetype": "script_rename_preview",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__dyu_fr__intermediaire",
+      "family": "script_python",
+      "language_pair": "dyu_fr",
+      "input_language": "dyu",
+      "response_language": "fr",
+      "difficulty": "intermediaire",
+      "domain_fr": "prévisualisation d’un renommage de fichiers",
+      "objective_fr": "proposer de nouveaux noms sans modifier les fichiers avant confirmation",
+      "code_archetype": "script_rename_preview",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__dyu_fr__avance",
+      "family": "script_python",
+      "language_pair": "dyu_fr",
+      "input_language": "dyu",
+      "response_language": "fr",
+      "difficulty": "avance",
+      "domain_fr": "prévisualisation d’un renommage de fichiers",
+      "objective_fr": "proposer de nouveaux noms sans modifier les fichiers avant confirmation",
+      "code_archetype": "script_rename_preview",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__bci_fr__debutant",
+      "family": "script_python",
+      "language_pair": "bci_fr",
+      "input_language": "bci",
+      "response_language": "fr",
+      "difficulty": "debutant",
+      "domain_fr": "filtrage d’un journal d’événements",
+      "objective_fr": "sélectionner les lignes par niveau et par période de dates, puis produire un résumé",
+      "code_archetype": "script_log_filter",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__bci_fr__intermediaire",
+      "family": "script_python",
+      "language_pair": "bci_fr",
+      "input_language": "bci",
+      "response_language": "fr",
+      "difficulty": "intermediaire",
+      "domain_fr": "filtrage d’un journal d’événements",
+      "objective_fr": "sélectionner les lignes par niveau et par période de dates, puis produire un résumé",
+      "code_archetype": "script_log_filter",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__bci_fr__avance",
+      "family": "script_python",
+      "language_pair": "bci_fr",
+      "input_language": "bci",
+      "response_language": "fr",
+      "difficulty": "avance",
+      "domain_fr": "filtrage d’un journal d’événements",
+      "objective_fr": "sélectionner les lignes par niveau et par période de dates, puis produire un résumé",
+      "code_archetype": "script_log_filter",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__fr_dyu__debutant",
+      "family": "script_python",
+      "language_pair": "fr_dyu",
+      "input_language": "fr",
+      "response_language": "dyu",
+      "difficulty": "debutant",
+      "domain_fr": "fusion de fichiers CSV de contacts",
+      "objective_fr": "uniformiser les champs, retirer les doublons et écrire un nouveau fichier",
+      "code_archetype": "script_merge_contacts",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__fr_dyu__intermediaire",
+      "family": "script_python",
+      "language_pair": "fr_dyu",
+      "input_language": "fr",
+      "response_language": "dyu",
+      "difficulty": "intermediaire",
+      "domain_fr": "fusion de fichiers CSV de contacts",
+      "objective_fr": "uniformiser les champs, retirer les doublons et écrire un nouveau fichier",
+      "code_archetype": "script_merge_contacts",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__fr_dyu__avance",
+      "family": "script_python",
+      "language_pair": "fr_dyu",
+      "input_language": "fr",
+      "response_language": "dyu",
+      "difficulty": "avance",
+      "domain_fr": "fusion de fichiers CSV de contacts",
+      "objective_fr": "uniformiser les champs, retirer les doublons et écrire un nouveau fichier",
+      "code_archetype": "script_merge_contacts",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__fr_bci__debutant",
+      "family": "script_python",
+      "language_pair": "fr_bci",
+      "input_language": "fr",
+      "response_language": "bci",
+      "difficulty": "debutant",
+      "domain_fr": "inventaire de sauvegarde",
+      "objective_fr": "calculer tailles et empreintes des fichiers sans supprimer ni remplacer la source",
+      "code_archetype": "script_backup_manifest",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__fr_bci__intermediaire",
+      "family": "script_python",
+      "language_pair": "fr_bci",
+      "input_language": "fr",
+      "response_language": "bci",
+      "difficulty": "intermediaire",
+      "domain_fr": "inventaire de sauvegarde",
+      "objective_fr": "calculer tailles et empreintes des fichiers sans supprimer ni remplacer la source",
+      "code_archetype": "script_backup_manifest",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__fr_bci__avance",
+      "family": "script_python",
+      "language_pair": "fr_bci",
+      "input_language": "fr",
+      "response_language": "bci",
+      "difficulty": "avance",
+      "domain_fr": "inventaire de sauvegarde",
+      "objective_fr": "calculer tailles et empreintes des fichiers sans supprimer ni remplacer la source",
+      "code_archetype": "script_backup_manifest",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__dyu_bci__debutant",
+      "family": "script_python",
+      "language_pair": "dyu_bci",
+      "input_language": "dyu",
+      "response_language": "bci",
+      "difficulty": "debutant",
+      "domain_fr": "tri d’un calendrier CSV",
+      "objective_fr": "valider puis trier des rendez-vous par date et heure",
+      "code_archetype": "script_sort_appointments",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__dyu_bci__intermediaire",
+      "family": "script_python",
+      "language_pair": "dyu_bci",
+      "input_language": "dyu",
+      "response_language": "bci",
+      "difficulty": "intermediaire",
+      "domain_fr": "tri d’un calendrier CSV",
+      "objective_fr": "valider puis trier des rendez-vous par date et heure",
+      "code_archetype": "script_sort_appointments",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__dyu_bci__avance",
+      "family": "script_python",
+      "language_pair": "dyu_bci",
+      "input_language": "dyu",
+      "response_language": "bci",
+      "difficulty": "avance",
+      "domain_fr": "tri d’un calendrier CSV",
+      "objective_fr": "valider puis trier des rendez-vous par date et heure",
+      "code_archetype": "script_sort_appointments",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__bci_dyu__debutant",
+      "family": "script_python",
+      "language_pair": "bci_dyu",
+      "input_language": "bci",
+      "response_language": "dyu",
+      "difficulty": "debutant",
+      "domain_fr": "catalogue de fichiers image",
+      "objective_fr": "lister les images par extension et taille en octets sans modifier les originaux",
+      "code_archetype": "script_image_catalog",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__bci_dyu__intermediaire",
+      "family": "script_python",
+      "language_pair": "bci_dyu",
+      "input_language": "bci",
+      "response_language": "dyu",
+      "difficulty": "intermediaire",
+      "domain_fr": "catalogue de fichiers image",
+      "objective_fr": "lister les images par extension et taille en octets sans modifier les originaux",
+      "code_archetype": "script_image_catalog",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "script_python__bci_dyu__avance",
+      "family": "script_python",
+      "language_pair": "bci_dyu",
+      "input_language": "bci",
+      "response_language": "dyu",
+      "difficulty": "avance",
+      "domain_fr": "catalogue de fichiers image",
+      "objective_fr": "lister les images par extension et taille en octets sans modifier les originaux",
+      "code_archetype": "script_image_catalog",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__fr_fr__debutant",
+      "family": "jeu_python",
+      "language_pair": "fr_fr",
+      "input_language": "fr",
+      "response_language": "fr",
+      "difficulty": "debutant",
+      "domain_fr": "jeu de devinette numérique",
+      "objective_fr": "faire deviner un nombre avec indices, essais limités et rejouer",
+      "code_archetype": "game_number_guess",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__fr_fr__intermediaire",
+      "family": "jeu_python",
+      "language_pair": "fr_fr",
+      "input_language": "fr",
+      "response_language": "fr",
+      "difficulty": "intermediaire",
+      "domain_fr": "jeu de devinette numérique",
+      "objective_fr": "faire deviner un nombre avec indices, essais limités et rejouer",
+      "code_archetype": "game_number_guess",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__fr_fr__avance",
+      "family": "jeu_python",
+      "language_pair": "fr_fr",
+      "input_language": "fr",
+      "response_language": "fr",
+      "difficulty": "avance",
+      "domain_fr": "jeu de devinette numérique",
+      "objective_fr": "faire deviner un nombre avec indices, essais limités et rejouer",
+      "code_archetype": "game_number_guess",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__dyu_dyu__debutant",
+      "family": "jeu_python",
+      "language_pair": "dyu_dyu",
+      "input_language": "dyu",
+      "response_language": "dyu",
+      "difficulty": "debutant",
+      "domain_fr": "quiz à choix multiples",
+      "objective_fr": "poser des questions, vérifier les choix et calculer le score",
+      "code_archetype": "game_quiz",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__dyu_dyu__intermediaire",
+      "family": "jeu_python",
+      "language_pair": "dyu_dyu",
+      "input_language": "dyu",
+      "response_language": "dyu",
+      "difficulty": "intermediaire",
+      "domain_fr": "quiz à choix multiples",
+      "objective_fr": "poser des questions, vérifier les choix et calculer le score",
+      "code_archetype": "game_quiz",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__dyu_dyu__avance",
+      "family": "jeu_python",
+      "language_pair": "dyu_dyu",
+      "input_language": "dyu",
+      "response_language": "dyu",
+      "difficulty": "avance",
+      "domain_fr": "quiz à choix multiples",
+      "objective_fr": "poser des questions, vérifier les choix et calculer le score",
+      "code_archetype": "game_quiz",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__bci_bci__debutant",
+      "family": "jeu_python",
+      "language_pair": "bci_bci",
+      "input_language": "bci",
+      "response_language": "bci",
+      "difficulty": "debutant",
+      "domain_fr": "morpion à deux joueurs",
+      "objective_fr": "gérer les tours, les cases occupées, les victoires et les matchs nuls",
+      "code_archetype": "game_tictactoe",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__bci_bci__intermediaire",
+      "family": "jeu_python",
+      "language_pair": "bci_bci",
+      "input_language": "bci",
+      "response_language": "bci",
+      "difficulty": "intermediaire",
+      "domain_fr": "morpion à deux joueurs",
+      "objective_fr": "gérer les tours, les cases occupées, les victoires et les matchs nuls",
+      "code_archetype": "game_tictactoe",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__bci_bci__avance",
+      "family": "jeu_python",
+      "language_pair": "bci_bci",
+      "input_language": "bci",
+      "response_language": "bci",
+      "difficulty": "avance",
+      "domain_fr": "morpion à deux joueurs",
+      "objective_fr": "gérer les tours, les cases occupées, les victoires et les matchs nuls",
+      "code_archetype": "game_tictactoe",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__dyu_fr__debutant",
+      "family": "jeu_python",
+      "language_pair": "dyu_fr",
+      "input_language": "dyu",
+      "response_language": "fr",
+      "difficulty": "debutant",
+      "domain_fr": "mélange de mots",
+      "objective_fr": "mélanger les lettres d’un mot et suivre les tentatives et le score",
+      "code_archetype": "game_word_scramble",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__dyu_fr__intermediaire",
+      "family": "jeu_python",
+      "language_pair": "dyu_fr",
+      "input_language": "dyu",
+      "response_language": "fr",
+      "difficulty": "intermediaire",
+      "domain_fr": "mélange de mots",
+      "objective_fr": "mélanger les lettres d’un mot et suivre les tentatives et le score",
+      "code_archetype": "game_word_scramble",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__dyu_fr__avance",
+      "family": "jeu_python",
+      "language_pair": "dyu_fr",
+      "input_language": "dyu",
+      "response_language": "fr",
+      "difficulty": "avance",
+      "domain_fr": "mélange de mots",
+      "objective_fr": "mélanger les lettres d’un mot et suivre les tentatives et le score",
+      "code_archetype": "game_word_scramble",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__bci_fr__debutant",
+      "family": "jeu_python",
+      "language_pair": "bci_fr",
+      "input_language": "bci",
+      "response_language": "fr",
+      "difficulty": "debutant",
+      "domain_fr": "course de dés",
+      "objective_fr": "simuler plusieurs manches, appliquer les règles de déplacement et afficher le classement",
+      "code_archetype": "game_dice_race",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__bci_fr__intermediaire",
+      "family": "jeu_python",
+      "language_pair": "bci_fr",
+      "input_language": "bci",
+      "response_language": "fr",
+      "difficulty": "intermediaire",
+      "domain_fr": "course de dés",
+      "objective_fr": "simuler plusieurs manches, appliquer les règles de déplacement et afficher le classement",
+      "code_archetype": "game_dice_race",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__bci_fr__avance",
+      "family": "jeu_python",
+      "language_pair": "bci_fr",
+      "input_language": "bci",
+      "response_language": "fr",
+      "difficulty": "avance",
+      "domain_fr": "course de dés",
+      "objective_fr": "simuler plusieurs manches, appliquer les règles de déplacement et afficher le classement",
+      "code_archetype": "game_dice_race",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__fr_dyu__debutant",
+      "family": "jeu_python",
+      "language_pair": "fr_dyu",
+      "input_language": "fr",
+      "response_language": "dyu",
+      "difficulty": "debutant",
+      "domain_fr": "jeu de mémoire",
+      "objective_fr": "montrer des cartes, mémoriser leur position et détecter les paires",
+      "code_archetype": "game_memory",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__fr_dyu__intermediaire",
+      "family": "jeu_python",
+      "language_pair": "fr_dyu",
+      "input_language": "fr",
+      "response_language": "dyu",
+      "difficulty": "intermediaire",
+      "domain_fr": "jeu de mémoire",
+      "objective_fr": "montrer des cartes, mémoriser leur position et détecter les paires",
+      "code_archetype": "game_memory",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__fr_dyu__avance",
+      "family": "jeu_python",
+      "language_pair": "fr_dyu",
+      "input_language": "fr",
+      "response_language": "dyu",
+      "difficulty": "avance",
+      "domain_fr": "jeu de mémoire",
+      "objective_fr": "montrer des cartes, mémoriser leur position et détecter les paires",
+      "code_archetype": "game_memory",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__fr_bci__debutant",
+      "family": "jeu_python",
+      "language_pair": "fr_bci",
+      "input_language": "fr",
+      "response_language": "bci",
+      "difficulty": "debutant",
+      "domain_fr": "jeu de déduction de code",
+      "objective_fr": "faire trouver un code secret avec des indices sur les chiffres bien placés",
+      "code_archetype": "game_codebreaker",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__fr_bci__intermediaire",
+      "family": "jeu_python",
+      "language_pair": "fr_bci",
+      "input_language": "fr",
+      "response_language": "bci",
+      "difficulty": "intermediaire",
+      "domain_fr": "jeu de déduction de code",
+      "objective_fr": "faire trouver un code secret avec des indices sur les chiffres bien placés",
+      "code_archetype": "game_codebreaker",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__fr_bci__avance",
+      "family": "jeu_python",
+      "language_pair": "fr_bci",
+      "input_language": "fr",
+      "response_language": "bci",
+      "difficulty": "avance",
+      "domain_fr": "jeu de déduction de code",
+      "objective_fr": "faire trouver un code secret avec des indices sur les chiffres bien placés",
+      "code_archetype": "game_codebreaker",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__dyu_bci__debutant",
+      "family": "jeu_python",
+      "language_pair": "dyu_bci",
+      "input_language": "dyu",
+      "response_language": "bci",
+      "difficulty": "debutant",
+      "domain_fr": "jeu du serpent",
+      "objective_fr": "déplacer un serpent, gérer les collisions, la nourriture et le score",
+      "code_archetype": "game_snake",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__dyu_bci__intermediaire",
+      "family": "jeu_python",
+      "language_pair": "dyu_bci",
+      "input_language": "dyu",
+      "response_language": "bci",
+      "difficulty": "intermediaire",
+      "domain_fr": "jeu du serpent",
+      "objective_fr": "déplacer un serpent, gérer les collisions, la nourriture et le score",
+      "code_archetype": "game_snake",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__dyu_bci__avance",
+      "family": "jeu_python",
+      "language_pair": "dyu_bci",
+      "input_language": "dyu",
+      "response_language": "bci",
+      "difficulty": "avance",
+      "domain_fr": "jeu du serpent",
+      "objective_fr": "déplacer un serpent, gérer les collisions, la nourriture et le score",
+      "code_archetype": "game_snake",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__bci_dyu__debutant",
+      "family": "jeu_python",
+      "language_pair": "bci_dyu",
+      "input_language": "bci",
+      "response_language": "dyu",
+      "difficulty": "debutant",
+      "domain_fr": "jeu de mots à découvrir",
+      "objective_fr": "faire deviner un mot avec un nombre d’erreurs limité et une liste de mots configurable",
+      "code_archetype": "game_word_guess",
+      "stack": "Python",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__bci_dyu__intermediaire",
+      "family": "jeu_python",
+      "language_pair": "bci_dyu",
+      "input_language": "bci",
+      "response_language": "dyu",
+      "difficulty": "intermediaire",
+      "domain_fr": "jeu de mots à découvrir",
+      "objective_fr": "faire deviner un mot avec un nombre d’erreurs limité et une liste de mots configurable",
+      "code_archetype": "game_word_guess",
+      "stack": "Python",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "jeu_python__bci_dyu__avance",
+      "family": "jeu_python",
+      "language_pair": "bci_dyu",
+      "input_language": "bci",
+      "response_language": "dyu",
+      "difficulty": "avance",
+      "domain_fr": "jeu de mots à découvrir",
+      "objective_fr": "faire deviner un mot avec un nombre d’erreurs limité et une liste de mots configurable",
+      "code_archetype": "game_word_guess",
+      "stack": "Python",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__fr_fr__debutant",
+      "family": "interface_architecture",
+      "language_pair": "fr_fr",
+      "input_language": "fr",
+      "response_language": "fr",
+      "difficulty": "debutant",
+      "domain_fr": "gestionnaire de tâches",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des tâches comme terminées",
+      "code_archetype": "app_tasks",
+      "stack": "Python et JSON",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__fr_fr__intermediaire",
+      "family": "interface_architecture",
+      "language_pair": "fr_fr",
+      "input_language": "fr",
+      "response_language": "fr",
+      "difficulty": "intermediaire",
+      "domain_fr": "gestionnaire de tâches",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des tâches comme terminées",
+      "code_archetype": "app_tasks",
+      "stack": "Flask et SQLite",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__fr_fr__avance",
+      "family": "interface_architecture",
+      "language_pair": "fr_fr",
+      "input_language": "fr",
+      "response_language": "fr",
+      "difficulty": "avance",
+      "domain_fr": "gestionnaire de tâches",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des tâches comme terminées",
+      "code_archetype": "app_tasks",
+      "stack": "FastAPI, SQLite, HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__dyu_dyu__debutant",
+      "family": "interface_architecture",
+      "language_pair": "dyu_dyu",
+      "input_language": "dyu",
+      "response_language": "dyu",
+      "difficulty": "debutant",
+      "domain_fr": "gestion d’inventaire de matériel",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches d’inventaire comme terminées",
+      "code_archetype": "app_inventory",
+      "stack": "Python et JSON",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__dyu_dyu__intermediaire",
+      "family": "interface_architecture",
+      "language_pair": "dyu_dyu",
+      "input_language": "dyu",
+      "response_language": "dyu",
+      "difficulty": "intermediaire",
+      "domain_fr": "gestion d’inventaire de matériel",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches d’inventaire comme terminées",
+      "code_archetype": "app_inventory",
+      "stack": "Flask et SQLite",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__dyu_dyu__avance",
+      "family": "interface_architecture",
+      "language_pair": "dyu_dyu",
+      "input_language": "dyu",
+      "response_language": "dyu",
+      "difficulty": "avance",
+      "domain_fr": "gestion d’inventaire de matériel",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches d’inventaire comme terminées",
+      "code_archetype": "app_inventory",
+      "stack": "FastAPI, SQLite, HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__bci_bci__debutant",
+      "family": "interface_architecture",
+      "language_pair": "bci_bci",
+      "input_language": "bci",
+      "response_language": "bci",
+      "difficulty": "debutant",
+      "domain_fr": "réservation de livres",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches de prêt de livres comme terminées",
+      "code_archetype": "app_library_loans",
+      "stack": "Python et JSON",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__bci_bci__intermediaire",
+      "family": "interface_architecture",
+      "language_pair": "bci_bci",
+      "input_language": "bci",
+      "response_language": "bci",
+      "difficulty": "intermediaire",
+      "domain_fr": "réservation de livres",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches de prêt de livres comme terminées",
+      "code_archetype": "app_library_loans",
+      "stack": "Flask et SQLite",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__bci_bci__avance",
+      "family": "interface_architecture",
+      "language_pair": "bci_bci",
+      "input_language": "bci",
+      "response_language": "bci",
+      "difficulty": "avance",
+      "domain_fr": "réservation de livres",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches de prêt de livres comme terminées",
+      "code_archetype": "app_library_loans",
+      "stack": "FastAPI, SQLite, HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__dyu_fr__debutant",
+      "family": "interface_architecture",
+      "language_pair": "dyu_fr",
+      "input_language": "dyu",
+      "response_language": "fr",
+      "difficulty": "debutant",
+      "domain_fr": "portail d’événements",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches d’événement comme terminées",
+      "code_archetype": "app_events",
+      "stack": "Python et JSON",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__dyu_fr__intermediaire",
+      "family": "interface_architecture",
+      "language_pair": "dyu_fr",
+      "input_language": "dyu",
+      "response_language": "fr",
+      "difficulty": "intermediaire",
+      "domain_fr": "portail d’événements",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches d’événement comme terminées",
+      "code_archetype": "app_events",
+      "stack": "Flask et SQLite",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__dyu_fr__avance",
+      "family": "interface_architecture",
+      "language_pair": "dyu_fr",
+      "input_language": "dyu",
+      "response_language": "fr",
+      "difficulty": "avance",
+      "domain_fr": "portail d’événements",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches d’événement comme terminées",
+      "code_archetype": "app_events",
+      "stack": "FastAPI, SQLite, HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__bci_fr__debutant",
+      "family": "interface_architecture",
+      "language_pair": "bci_fr",
+      "input_language": "bci",
+      "response_language": "fr",
+      "difficulty": "debutant",
+      "domain_fr": "suivi de présence scolaire",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches de présence comme terminées",
+      "code_archetype": "app_attendance",
+      "stack": "Python et JSON",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__bci_fr__intermediaire",
+      "family": "interface_architecture",
+      "language_pair": "bci_fr",
+      "input_language": "bci",
+      "response_language": "fr",
+      "difficulty": "intermediaire",
+      "domain_fr": "suivi de présence scolaire",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches de présence comme terminées",
+      "code_archetype": "app_attendance",
+      "stack": "Flask et SQLite",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__bci_fr__avance",
+      "family": "interface_architecture",
+      "language_pair": "bci_fr",
+      "input_language": "bci",
+      "response_language": "fr",
+      "difficulty": "avance",
+      "domain_fr": "suivi de présence scolaire",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches de présence comme terminées",
+      "code_archetype": "app_attendance",
+      "stack": "FastAPI, SQLite, HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__fr_dyu__debutant",
+      "family": "interface_architecture",
+      "language_pair": "fr_dyu",
+      "input_language": "fr",
+      "response_language": "dyu",
+      "difficulty": "debutant",
+      "domain_fr": "inscription de bénévoles",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches de bénévolat comme terminées",
+      "code_archetype": "app_volunteers",
+      "stack": "Python et JSON",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__fr_dyu__intermediaire",
+      "family": "interface_architecture",
+      "language_pair": "fr_dyu",
+      "input_language": "fr",
+      "response_language": "dyu",
+      "difficulty": "intermediaire",
+      "domain_fr": "inscription de bénévoles",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches de bénévolat comme terminées",
+      "code_archetype": "app_volunteers",
+      "stack": "Flask et SQLite",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__fr_dyu__avance",
+      "family": "interface_architecture",
+      "language_pair": "fr_dyu",
+      "input_language": "fr",
+      "response_language": "dyu",
+      "difficulty": "avance",
+      "domain_fr": "inscription de bénévoles",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches de bénévolat comme terminées",
+      "code_archetype": "app_volunteers",
+      "stack": "FastAPI, SQLite, HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__fr_bci__debutant",
+      "family": "interface_architecture",
+      "language_pair": "fr_bci",
+      "input_language": "fr",
+      "response_language": "bci",
+      "difficulty": "debutant",
+      "domain_fr": "carnet de recettes",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches de recette comme terminées",
+      "code_archetype": "app_recipes",
+      "stack": "Python et JSON",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__fr_bci__intermediaire",
+      "family": "interface_architecture",
+      "language_pair": "fr_bci",
+      "input_language": "fr",
+      "response_language": "bci",
+      "difficulty": "intermediaire",
+      "domain_fr": "carnet de recettes",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches de recette comme terminées",
+      "code_archetype": "app_recipes",
+      "stack": "Flask et SQLite",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__fr_bci__avance",
+      "family": "interface_architecture",
+      "language_pair": "fr_bci",
+      "input_language": "fr",
+      "response_language": "bci",
+      "difficulty": "avance",
+      "domain_fr": "carnet de recettes",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches de recette comme terminées",
+      "code_archetype": "app_recipes",
+      "stack": "FastAPI, SQLite, HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__dyu_bci__debutant",
+      "family": "interface_architecture",
+      "language_pair": "dyu_bci",
+      "input_language": "dyu",
+      "response_language": "bci",
+      "difficulty": "debutant",
+      "domain_fr": "rendez-vous de centre de santé",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des demandes de rendez-vous comme terminées",
+      "code_archetype": "app_clinic_appointments",
+      "stack": "Python et JSON",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__dyu_bci__intermediaire",
+      "family": "interface_architecture",
+      "language_pair": "dyu_bci",
+      "input_language": "dyu",
+      "response_language": "bci",
+      "difficulty": "intermediaire",
+      "domain_fr": "rendez-vous de centre de santé",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des demandes de rendez-vous comme terminées",
+      "code_archetype": "app_clinic_appointments",
+      "stack": "Flask et SQLite",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__dyu_bci__avance",
+      "family": "interface_architecture",
+      "language_pair": "dyu_bci",
+      "input_language": "dyu",
+      "response_language": "bci",
+      "difficulty": "avance",
+      "domain_fr": "rendez-vous de centre de santé",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des demandes de rendez-vous comme terminées",
+      "code_archetype": "app_clinic_appointments",
+      "stack": "FastAPI, SQLite, HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__bci_dyu__debutant",
+      "family": "interface_architecture",
+      "language_pair": "bci_dyu",
+      "input_language": "bci",
+      "response_language": "dyu",
+      "difficulty": "debutant",
+      "domain_fr": "gestion de prêts communautaires",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches de prêt communautaire comme terminées",
+      "code_archetype": "app_community_loans",
+      "stack": "Python et JSON",
+      "level_requirement_fr": "Privilégie un code lisible et court, valide les saisies importantes et donne une commande de lancement adaptée.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__bci_dyu__intermediaire",
+      "family": "interface_architecture",
+      "language_pair": "bci_dyu",
+      "input_language": "bci",
+      "response_language": "dyu",
+      "difficulty": "intermediaire",
+      "domain_fr": "gestion de prêts communautaires",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches de prêt communautaire comme terminées",
+      "code_archetype": "app_community_loans",
+      "stack": "Flask et SQLite",
+      "level_requirement_fr": "Structure le code en fonctions ou modules, traite les erreurs attendues et couvre les cas limites essentiels.",
+      "target_examples": 25000
+    },
+    {
+      "cell_id": "interface_architecture__bci_dyu__avance",
+      "family": "interface_architecture",
+      "language_pair": "bci_dyu",
+      "input_language": "bci",
+      "response_language": "dyu",
+      "difficulty": "avance",
+      "domain_fr": "gestion de prêts communautaires",
+      "objective_fr": "ajouter, rechercher, afficher et marquer des fiches de prêt communautaire comme terminées",
+      "code_archetype": "app_community_loans",
+      "stack": "FastAPI, SQLite, HTML, CSS et JavaScript",
+      "level_requirement_fr": "Fournis une solution structurée et réutilisable, valide strictement les entrées, gère les erreurs de façon cohérente et indique les dépendances ainsi que les commandes de lancement.",
+      "target_examples": 25000
+    }
+  ],
+  "notes": [
+    "Chaque paire a son propre scénario fonctionnel au sein de chaque famille; les paires ne sont pas de simples traductions parallèles.",
+    "Chaque cellule doit produire 25 000 exemples; les variations devront modifier les données, règles et le code effectivement exécuté.",
+    "Les prompts demanderont du code complet et finiront par une consigne explicite sur la langue de réponse.",
+    "Les consignes baoulé et dioula restent à valider par des locuteurs; les traductions automatiques sont provisoires.",
+    "Les objectifs ont été alignés sur les fonctions effectivement produites par les générateurs. Les traductions Baoulé/Dioula sont automatiques et restent à faire relire par des locuteurs."
+  ]
+}
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