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oprema","游戏装备","\u002Fgaming-gear-shop","i-lucide-headphones",[],{"statusCode":4,"data":532,"message":1844},{"id":533,"title":534,"slug":535,"content":536,"contentJson":537,"excerpt":1093,"featuredImage":1094,"featuredImageAlt":1095,"featuredImageCaption":14,"featuredImageTitle":14,"featuredImageCopyright":14,"featuredImageAuthor":14,"featuredImageSourceUrl":14,"featuredImageLicense":14,"featuredImageIsAiGenerated":816,"status":1096,"publishedAt":1097,"createdAt":1098,"updatedAt":1099,"seoLocalePaths":1100,"categories":1109,"author":1122,"translations":1126},"437","Les notes de mise à jour ne sont pas l'état du jeu : pourquoi les conseils de jeu générés par IA deviennent obsolètes après une mise à jour","patch-notes-are-not-game-state-why-ai-game-advice-goes-stale-after-an-update","\u003Cp>Un assistant de jeu peut donner une réponse qui semble techniquement correcte et pourtant être fausse pour le jeu auquel vous jouez réellement. La raison habituelle n'est pas un mauvais langage ni un raisonnement faible. C'est une inadéquation de version. L'assistant peut répondre pour un patch différent, une version de plateforme différente, une région différente, une branche bêta, un ensemble de règles ou un état côté serveur différent.\u003C\u002Fp>\n\u003Caside class=\"editorjs-callout editorjs-callout--info my-6 rounded-xl border p-5 border-blue-300 bg-blue-50 dark:border-blue-900 dark:bg-blue-950\u002F20\" role=\"note\">\u003Cstrong class=\"block mb-2 text-gray-900 dark:text-gray-100\">Réponse directe\u003C\u002Fstrong>\u003Cdiv class=\"text-gray-700 dark:text-gray-200\"><strong>Des conseils de jeu tenant compte des patchs nécessitent plus que le titre du jeu.<\u002Fstrong> Une réponse fiable doit identifier la version pertinente du jeu, la plateforme ou la branche, la région lorsque cela compte, le mode ou l'ensemble de règles, et la date ou l'état du service en direct que le conseil suppose. Si ces conditions manquent, une réponse peut être intrinsèquement correcte et pourtant échouer dans le jeu réel du joueur.\u003C\u002Fdiv>\u003C\u002Faside>\n\u003Caside class=\"editorjs-callout editorjs-callout--note my-6 rounded-xl border p-5 border-gray-300 bg-gray-50 dark:border-gray-700 dark:bg-gray-900\u002F40\" role=\"note\">\u003Cstrong class=\"block mb-2 text-gray-900 dark:text-gray-100\">Le modèle utilisé dans cet article\u003C\u002Fstrong>\u003Cdiv class=\"text-gray-700 dark:text-gray-200\">Le Test de validité de l'état du patch et l'Enveloppe de version des conseils de jeu ci-dessous sont des modèles pratiques de Figure Rocks. Ce ne sont pas des normes industrielles formelles. Leur objectif est de rendre explicites et testables les conseils de jeu dépendants de la version.\u003C\u002Fdiv>\u003C\u002Faside>\n\u003Cnav class=\"editorjs-toc\" data-editorjs-toc=\"true\" aria-label=\"Sommaire\">\u003Cstrong class=\"editorjs-toc__title\">Sommaire\u003C\u002Fstrong>\u003Col class=\"editorjs-toc__list editorjs-toc__list--depth-0\">\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-5\" class=\"editorjs-toc__link\">Un titre de jeu n'est pas une description complète de l'état\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-9\" class=\"editorjs-toc__link\">L'Enveloppe de version des conseils de jeu\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-12\" class=\"editorjs-toc__link\">Pourquoi les vieux conseils peuvent encore sembler parfaitement raisonnables\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-16\" class=\"editorjs-toc__link\">Les notes de patch sont une preuve de changement, pas un modèle complet du jeu actuel\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-20\" class=\"editorjs-toc__link\">Le test de validité de l'état du correctif\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-22\" class=\"editorjs-toc__link\">Les ID de build et les branches importent plus que la plupart des guides ne l'admettent\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-26\" class=\"editorjs-toc__link\">La région peut faire partie de l'état de version\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-30\" class=\"editorjs-toc__link\">Le correctif client n'est pas toujours l'état en direct complet\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-34\" class=\"editorjs-toc__link\">Les cinq classes de conseils de jeu obsolètes\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-36\" class=\"editorjs-toc__link\">Comment un assistant IA devrait répondre aux questions sensibles aux correctifs\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-39\" class=\"editorjs-toc__link\">Le diagnostic de décalage d'état de jeu\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-42\" class=\"editorjs-toc__link\">Pourquoi « le plus récent » est un mot dangereux\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-45\" class=\"editorjs-toc__link\">La conscience de la version est aussi un problème de récupération\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-49\" class=\"editorjs-toc__link\">Un modèle de réponse simple sensible à la version\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-51\" class=\"editorjs-toc__link\">Qu'est-ce qui changerait cette réponse ?\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-54\" class=\"editorjs-toc__link\">Limites\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-57\" class=\"editorjs-toc__link\">Conclusion\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-60\" class=\"editorjs-toc__link\">FAQ\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-62\" class=\"editorjs-toc__link\">Glossaire\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-64\" class=\"editorjs-toc__link\">Sources primaires\u003C\u002Fa>\u003C\u002Fli>\u003C\u002Fol>\u003C\u002Fnav>\n\u003Ch2 id=\"section-5\">Un titre de jeu n'est pas une description complète de l'état\u003C\u002Fh2>\n\u003Cp>Quand quelqu'un demande : « Quelle est la meilleure construction dans ce jeu ? », le titre seul peut être insuffisant. Les jeux en direct changent. Les jeux solo reçoivent des patchs d'équilibrage. Les utilisateurs PC peuvent exécuter des branches publiques ou bêta. Les services régionaux peuvent exposer des données différentes. Les mises à jour console et PC ne surviennent pas toujours dans des conditions identiques.\u003C\u002Fp>\n\u003Cp>Steamworks rend explicite le problème de version sous-jacent : une branche est une version spécifique d'une application, la branche par défaut n'est qu'une version disponible, et les utilisateurs peuvent opter pour d'autres branches qui remplacent la version actuellement installée. La phrase « Je joue au jeu sur Steam » ne permet donc pas d'identifier de manière unique l'état de l'exécutable.\u003C\u002Fp>\n\u003Cp>La documentation développeur de Riot expose le même problème du côté des données. Les versions de Data Dragon sont spécifiques à un patch, et Riot avertit qu'une version de données n'est pas toujours équivalente à la version du client dans toutes les régions. Cela signifie que même les données de jeu statiques officielles peuvent nécessiter un contexte de version et de région.\u003C\u002Fp>\n\u003Ch2 id=\"section-9\">L'Enveloppe de version des conseils de jeu\u003C\u002Fh2>\n\u003Csection class=\"editorjs-comparison my-6\">\u003Ch3 class=\"mb-3 text-lg font-semibold\">Qu'est-ce qui définit la limite de validité des conseils sensibles aux patchs ?\u003C\u002Fh3>\u003Cdiv class=\"overflow-x-auto\">\u003Ctable class=\"w-full border-collapse\">\u003Cthead>\u003Ctr>\u003Cth class=\"border border-gray-300 bg-gray-50 px-4 py-3 text-left dark:border-gray-700 dark:bg-gray-900\">\u003C\u002Fth>\u003Cth class=\"border border-gray-300 bg-gray-50 px-4 py-3 text-left font-semibold dark:border-gray-700 dark:bg-gray-900\">Dimension\u003C\u002Fth>\u003Cth class=\"border border-gray-300 bg-gray-50 px-4 py-3 text-left font-semibold dark:border-gray-700 dark:bg-gray-900\">Quoi identifier\u003C\u002Fth>\u003Cth class=\"border border-gray-300 bg-gray-50 px-4 py-3 text-left font-semibold dark:border-gray-700 dark:bg-gray-900\">Ce qui ne va pas si absent\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-3 text-left font-semibold dark:border-gray-700\">Jeu\u003C\u002Fth>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-3 text-left font-semibold dark:border-gray-700\">Version\u003C\u002Fth>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-3 text-left font-semibold dark:border-gray-700\">Plateforme\u003C\u002Fth>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-3 text-left font-semibold dark:border-gray-700\">Branche\u003C\u002Fth>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-3 text-left font-semibold dark:border-gray-700\">Région\u003C\u002Fth>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-3 text-left font-semibold dark:border-gray-700\">Mode\u003C\u002Fth>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-3 text-left font-semibold dark:border-gray-700\">État en direct\u003C\u002Fth>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003C\u002Fdiv>\u003C\u002Fsection>\n\u003Caside class=\"editorjs-callout editorjs-callout--success my-6 rounded-xl border p-5 border-emerald-300 bg-emerald-50 dark:border-emerald-900 dark:bg-emerald-950\u002F20\" role=\"note\">\u003Cstrong class=\"block mb-2 text-gray-900 dark:text-gray-100\">La question utile\u003C\u002Fstrong>\u003Cdiv class=\"text-gray-700 dark:text-gray-200\">Ne demandez pas seulement <strong>« Cette réponse est-elle correcte ? »<\u002Fstrong> Demandez <strong>« Pour quel état du jeu cette réponse est-elle correcte ? »<\u002Fstrong>\u003C\u002Fdiv>\u003C\u002Faside>\n\u003Ch2 id=\"section-12\">Pourquoi les vieux conseils peuvent encore sembler parfaitement raisonnables\u003C\u002Fh2>\n\u003Cp>Les erreurs de version sont difficiles à détecter car un patch modifie rarement tout. La plupart du jeu environnant reste familier. Une ancienne réponse peut donc contenir une terminologie correcte, de vraies mécaniques et des chiffres plausibles tout en étant fausse sur une interaction modifiée.\u003C\u002Fp>\n\u003Cp>Cela produit un mode de défaillance dangereux pour les assistants IA : la fluidité sémantique survit à la dérive de version. Le modèle peut comprendre le jeu conceptuellement tout en appliquant une valeur, une interaction ou une priorité qui appartenait à un patch antérieur.\u003C\u002Fp>\n\u003Cp>Le résultat semble plus digne de confiance qu'une réponse complètement absurde parce que 90 pour cent de celle-ci peut encore correspondre au jeu actuel.\u003C\u002Fp>\n\u003Ch2 id=\"section-16\">Les notes de patch sont une preuve de changement, pas un modèle complet du jeu actuel\u003C\u002Fh2>\n\u003Cp>Les notes de patch vous disent que quelque chose a changé. Elles ne fournissent pas automatiquement une représentation complète de chaque dépendance affectée par ce changement.\u003C\u002Fp>\n\u003Cp>Une valeur de dégâts peut changer le classement d'une construction. Un changement de coût d'objet peut déplacer une fenêtre de timing. Un changement de temps de recharge peut altérer une stratégie de rencontre. Un changement de carte peut invalider les conseils de cheminement. La note de patch peut décrire une ligne alors que la réponse pratique change à travers plusieurs systèmes.\u003C\u002Fp>\n\u003Cp>C'est pourquoi un assistant conscient des correctifs ne devrait pas simplement récupérer la note de correctif la plus récente et la répéter. Il doit déterminer si le conseil demandé dépend d'une variable modifiée.\u003C\u002Fp>\n\u003Ch2 id=\"section-20\">Le test de validité de l'état du correctif\u003C\u002Fh2>\n\u003Csection class=\"editorjs-process my-6\">\u003Ch3 class=\"mb-3 text-lg font-semibold\">Vérifier si les conseils de jeu s'appliquent toujours\u003C\u002Fh3>\u003Cdiv class=\"grid grid-cols-1 md:grid-cols-2 xl:grid-cols-3 gap-4\">\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">1\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">1. Identifier le résultat demandé\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Choix de build, stratégie de boss, interaction d'objet, itinéraire, méthode de farming, paramètres ou autre décision concrète.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">2\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">2. Identifier les variables d'état du jeu dont dépend la réponse\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Statistiques, coûts, géométrie de la carte, comportement de l'IA, tables de butin, règles de matchmaking, temps de recharge ou autres mécaniques.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">3\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">3. Déterminer l'enveloppe de version du joueur\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Correctif\u002Fbuild, plateforme, branche, région, mode et état du service en direct le cas échéant.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">4\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">4. Comparer avec les données actuelles faisant autorité\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Utiliser les notes de correctif officielles, les données des développeurs, les informations de build ou l'état du jeu lui-même lorsque disponible.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">5\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">5. Rechercher les dépendances modifiées\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Un correctif n'a pas besoin de mentionner la question exacte pour invalider la réponse ; la modification d'une seule dépendance peut suffire.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">6\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">6. Marquer explicitement l'état incertain\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Si le correctif à chaud actuel, le déploiement régional ou la branche de test ne peuvent pas être vérifiés, indiquer quelle hypothèse la réponse utilise.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">7\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">7. Recalculer la réponse\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Ne pas simplement ajouter « après le correctif X ». Réévaluer le conseil avec les nouvelles variables.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003C\u002Fdiv>\u003C\u002Fsection>\n\u003Ch2 id=\"section-22\">Les ID de build et les branches importent plus que la plupart des guides ne l'admettent\u003C\u002Fh2>\n\u003Cp>Steamworks définit une build comme une représentation des dépôts de l'application à un moment donné. Une nouvelle build peut modifier, supprimer ou ajouter des fichiers, et différentes branches peuvent exposer différentes builds à différents utilisateurs.\u003C\u002Fp>\n\u003Cp>Pour le dépannage, cela importe car deux joueurs peuvent affirmer véridiquement qu'ils jouent au même jeu Steam tout en exécutant des branches différentes. Si l'un a opté pour une bêta, une réponse vérifiée sur la branche par défaut peut ne pas s'appliquer.\u003C\u002Fp>\n\u003Cp>Une bonne réponse technique demande donc la branche ou la build lorsque le symptôme dépend d'un comportement sensible à la version.\u003C\u002Fp>\n\u003Ch2 id=\"section-26\">La région peut faire partie de l'état de version\u003C\u002Fh2>\n\u003Cp>La documentation développeur de Riot est inhabituellement explicite sur les incompatibilités de version régionales : une version de Data Dragon n'est pas toujours équivalente à la version du client League of Legends dans une région.\u003C\u002Fp>\n\u003Cp>C'est une leçon générale importante. « Les dernières données » et « les données réellement déployées pour ce joueur » ne sont pas automatiquement la même chose.\u003C\u002Fp>\n\u003Cp>Pour les jeux mondiaux en service continu, un assistant devrait donc éviter de supposer qu'un identifiant de version global capture tous les états de déploiement pertinents.\u003C\u002Fp>\n\u003Ch2 id=\"section-30\">Le correctif client n'est pas toujours l'état en direct complet\u003C\u002Fh2>\n\u003Cp>Les jeux modernes peuvent modifier leur comportement sans remplacer l'intégralité du client local. La configuration serveur, les rotations de contenu, les règles de matchmaking, les paramètres d'événement et les mécanismes de correctif à chaud peuvent tous affecter le gameplay.\u003C\u002Fp>\n\u003Cp>Cela crée deux couches de vérité : la build installée et l'état du service actuellement actif. Un assistant conscient des versions devrait savoir quand sa question dépend des deux.\u003C\u002Fp>\n\u003Caside class=\"editorjs-callout editorjs-callout--warning my-6 rounded-xl border p-5 border-amber-300 bg-amber-50 dark:border-amber-900 dark:bg-amber-950\u002F20\" role=\"note\">\u003Cstrong class=\"block mb-2 text-gray-900 dark:text-gray-100\">Ne pas assimiler la version installée à l'état total du jeu\u003C\u002Fstrong>\u003Cdiv class=\"text-gray-700 dark:text-gray-200\">Pour les questions de service en direct, le joueur peut avoir la bonne build client et néanmoins subir un comportement déterminé par la configuration actuelle côté serveur.\u003C\u002Fdiv>\u003C\u002Faside>\n\u003Ch2 id=\"section-34\">Les cinq classes de conseils de jeu obsolètes\u003C\u002Fh2>\n\u003Cdiv class=\"overflow-x-auto\">\u003Ctable class=\"w-full border-collapse\">\u003Cthead>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-2 text-left font-semibold\">Classe de réponse obsolète\u003C\u002Fth>\u003Cth class=\"border border-gray-300 px-4 py-2 text-left font-semibold\">Exemple\u003C\u002Fth>\u003Cth class=\"border border-gray-300 px-4 py-2 text-left font-semibold\">Pourquoi elle échoue\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Dérive numérique\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Anciens dégâts, temps de recharge, prix, taux de butin\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">La recommandation a été calculée à partir de valeurs obsolètes\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Dérive d'interaction\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Les mécaniques existent toujours mais se combinent différemment\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">La règle a changé alors que la terminologie est restée familière\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Dérive de contenu\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Carte, boss, objet ou quête déplacé\u002Fmodifié\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Les conseils de localisation ou de progression ne correspondent plus\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Dérive de règles\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Mode classé\u002Févénement\u002Fsaisonnier modifié\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Le conseil est correct pour le mauvais mode\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Dérive de déploiement\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Région, plateforme ou branche différente\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">La réponse cible une build que le joueur n'exécute pas\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003C\u002Fdiv>\n\u003Ch2 id=\"section-36\">Comment un assistant IA devrait répondre aux questions sensibles aux correctifs\u003C\u002Fh2>\n\u003Cp>Une réponse solide doit exposer ses hypothèses d'état avant de donner une recommandation à haute confiance.\u003C\u002Fp>\n\u003Csection class=\"editorjs-comparison my-6\">\u003Ch3 class=\"mb-3 text-lg font-semibold\">Réponse faible vs réponse sensible à la version\u003C\u002Fh3>\u003Cdiv class=\"overflow-x-auto\">\u003Ctable class=\"w-full border-collapse\">\u003Cthead>\u003Ctr>\u003Cth class=\"border border-gray-300 bg-gray-50 px-4 py-3 text-left dark:border-gray-700 dark:bg-gray-900\">\u003C\u002Fth>\u003Cth class=\"border border-gray-300 bg-gray-50 px-4 py-3 text-left font-semibold dark:border-gray-700 dark:bg-gray-900\">Partie\u003C\u002Fth>\u003Cth class=\"border border-gray-300 bg-gray-50 px-4 py-3 text-left font-semibold dark:border-gray-700 dark:bg-gray-900\">Réponse faible\u003C\u002Fth>\u003Cth class=\"border border-gray-300 bg-gray-50 px-4 py-3 text-left font-semibold dark:border-gray-700 dark:bg-gray-900\">Réponse sensible à la version\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-3 text-left font-semibold dark:border-gray-700\">Portée\u003C\u002Fth>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-3 text-left font-semibold dark:border-gray-700\">Source\u003C\u002Fth>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-3 text-left font-semibold dark:border-gray-700\">Dépendance\u003C\u002Fth>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Cth class=\"border border-gray-300 px-4 py-3 text-left font-semibold dark:border-gray-700\">Incertitude\u003C\u002Fth>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-3 dark:border-gray-700\">\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003C\u002Fdiv>\u003C\u002Fsection>\n\u003Ch2 id=\"section-39\">Le diagnostic de décalage d'état de jeu\u003C\u002Fh2>\n\u003Cp>Lorsqu'une réponse d'IA ne correspond pas à ce que vous voyez en jeu, ne commencez pas par supposer que le modèle a halluciné tout le sujet. Testez d'abord le décalage d'état.\u003C\u002Fp>\n\u003Csection class=\"editorjs-process my-6\">\u003Ch3 class=\"mb-3 text-lg font-semibold\">Pourquoi la réponse ne correspond-elle pas à mon jeu ?\u003C\u002Fh3>\u003Cdiv class=\"grid grid-cols-1 md:grid-cols-2 xl:grid-cols-3 gap-4\">\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">1\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">1. Vérifiez votre version exacte\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Correctif, build, branche, plateforme et mode de jeu.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">2\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">2. Vérifiez la date du conseil\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">A-t-il été écrit avant une mise à jour pertinente ?\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">3\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">3. Identifiez la mécanique contestée\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Statistique, objet, carte, quête, comportement de l'IA, récompense ou règle du système.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">4\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">4. Vérifiez les preuves actuelles de première partie\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Note de correctif, point de terminaison de données officiel, état de build ou description actuelle en jeu.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">5\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">5. Testez si une seule dépendance a changé\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Le reste de la réponse peut encore être valide même si une variable modifiée invalide la conclusion.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv class=\"editorjs-process__step min-w-0  rounded-xl border border-gray-200 dark:border-gray-700 p-4\">\u003Cdiv class=\"text-xs font-semibold text-gray-500 dark:text-gray-400\">6\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 font-semibold text-gray-900 dark:text-gray-100\">6. Recalculez au lieu de simplement corriger une phrase\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Une variable modifiée peut altérer toute la recommandation.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003C\u002Fdiv>\u003C\u002Fsection>\n\u003Ch2 id=\"section-42\">Pourquoi « le plus récent » est un mot dangereux\u003C\u002Fh2>\n\u003Cp>« Le plus récent » semble précis mais masque souvent l'horodatage réel et le contexte de déploiement. Le plus récent selon quelle source ? Dernière version stable ? Dernière bêta ? Dernière région ? Dernières notes de correctif ? Dernier correctif à chaud du serveur ?\u003C\u002Fp>\n\u003Cp>Pour les conseils de jeu, un identifiant de version est préférable à une affirmation vague de fraîcheur. Si une version ne peut pas être résolue, la réponse doit être explicitement conditionnelle.\u003C\u002Fp>\n\u003Ch2 id=\"section-45\">La conscience de la version est aussi un problème de récupération\u003C\u002Fh2>\n\u003Cp>Un système de recherche ou de RAG peut récupérer un guide très pertinent pour le mauvais correctif. La similarité sémantique ne garantit pas l'applicabilité temporelle.\u003C\u002Fp>\n\u003Cp>La récupération sensible aux correctifs devrait donc classer non seulement par pertinence thématique mais aussi par compatibilité de version. Une explication parfaite pour le correctif 1.8 peut être une moins bonne source qu'une note officielle plus courte pour le correctif 2.1 si la question du joueur dépend d'une mécanique modifiée.\u003C\u002Fp>\n\u003Caside class=\"editorjs-referral my-6\">\u003Ca href=\"https:\u002F\u002Ffigure.rocks\u002Fde\u002Fblog\u002Fwhen-gaming-ai-sounds-right-but-isn-t-the-reasoning-problem-behind-game-assistants-and-agents\" class=\"flex flex-col sm:flex-row gap-4 rounded-xl border border-gray-200 dark:border-gray-700 p-4 transition hover:border-primary-500\">\u003Cdiv class=\"min-w-0 flex-1\">\u003Cstrong class=\"block text-lg text-gray-900 dark:text-gray-100\">Quand l'IA de jeu semble avoir raison mais n'a pas raison : le problème de raisonnement derrière les assistants et agents de jeu\u003C\u002Fstrong>\u003Cp class=\"mt-2 text-sm text-gray-600 dark:text-gray-300\">Pourquoi des conseils de jeu fluides peuvent échouer même lorsque le langage semble convaincant — et pourquoi la qualité du raisonnement doit être séparée d'une présentation confiante.\u003C\u002Fp>\u003Cspan class=\"mt-3 inline-flex text-sm font-medium text-primary-600 dark:text-primary-400\">Lire l'article sur le raisonnement de l'IA de jeu →\u003C\u002Fspan>\u003C\u002Fdiv>\u003C\u002Fa>\u003C\u002Faside>\n\u003Ch2 id=\"section-49\">Un modèle de réponse simple sensible à la version\u003C\u002Fh2>\n\u003Caside class=\"editorjs-callout editorjs-callout--tip my-6 rounded-xl border p-5 border-violet-300 bg-violet-50 dark:border-violet-900 dark:bg-violet-950\u002F20\" role=\"note\">\u003Cstrong class=\"block mb-2 text-gray-900 dark:text-gray-100\">Structure de réponse recommandée\u003C\u002Fstrong>\u003Cdiv class=\"text-gray-700 dark:text-gray-200\"><strong>État :<\u002Fstrong> jeu + correctif\u002Fbuild + plateforme\u002Fbranche + mode\u002Frégion si pertinent.<br><strong>Réponse :<\u002Fstrong> recommandation directe.<br><strong>Pourquoi :<\u002Fstrong> variables actuelles qui la soutiennent.<br><strong>Modifié depuis :<\u002Fstrong> comportement plus ancien pertinent qui ne s'applique plus.<br><strong>Non vérifié :<\u002Fstrong> tout correctif à chaud ou condition de service en direct qui pourrait modifier la réponse.\u003C\u002Fdiv>\u003C\u002Faside>\n\u003Ch2 id=\"section-51\">Qu'est-ce qui changerait cette réponse ?\u003C\u002Fh2>\n\u003Cp>Le cadre devient moins nécessaire pour les jeux dont les mécaniques sont effectivement figées et identiques sur toutes les plateformes. Il devient plus important à mesure que la fréquence des correctifs, le déploiement régional, les branches de test et le réglage des services en direct augmentent.\u003C\u002Fp>\n\u003Cp>Cela changerait aussi si les jeux exposaient des métadonnées d'état en direct faisant autorité et lisibles par machine que les assistants pourraient résoudre automatiquement pour l'environnement exact du joueur.\u003C\u002Fp>\n\u003Ch2 id=\"section-54\">Limites\u003C\u002Fh2>\n\u003Cp>Tous les jeux n'exposent pas d'API de version publiques, d'identifiants de build, de configuration en direct ou d'informations complètes sur les correctifs. Certains états restent donc difficiles à vérifier de l'extérieur.\u003C\u002Fp>\n\u003Cp>Les notes de correctif officielles peuvent aussi être incomplètes en tant que modèle de gameplay émergent, car modifier une mécanique peut altérer des stratégies qui n'ont jamais été explicitement décrites dans la note. La conscience de la version améliore la validité ; elle n'élimine pas le besoin de tests et de raisonnement.\u003C\u002Fp>\n\u003Ch2 id=\"section-57\">Conclusion\u003C\u002Fh2>\n\u003Cp>Les conseils de jeu obsolètes ne sont souvent pas complètement faux. Ils sont corrects à l'intérieur d'une enveloppe de version expirée.\u003C\u002Fp>\n\u003Cp>C'est pourquoi une IA consciente des correctifs doit résoudre plus que le titre du jeu. Elle a besoin de la version, de la plateforme ou de la branche, de la région et du mode pertinents, ainsi que de tout état en direct dont dépend la réponse. Une fois ces conditions explicites, « l'IA s'est trompée » devient un diagnostic bien plus utile : pour quel état a-t-elle répondu, et quel état jouez-vous réellement ?\u003C\u002Fp>\n\u003Ch2 id=\"section-60\">FAQ\u003C\u002Fh2>\n\u003Csection class=\"editorjs-faq my-6 rounded-xl border border-gray-200 p-5 dark:border-gray-700\">\u003Ch3 class=\"mb-3 text-lg font-semibold\">IA de jeu consciente des correctifs\u003C\u002Fh3>\u003Cdiv id=\"faq1\" class=\"border-t border-gray-200 py-4 first:border-t-0 dark:border-gray-700\">\u003Ch4 class=\"font-semibold text-gray-900 dark:text-gray-100\">Pourquoi une IA donne-t-elle des conseils de jeu qui étaient corrects avant un correctif ?\u003C\u002Fh4>\u003Cdiv class=\"mt-2 text-gray-600 dark:text-gray-300\">Parce que le modèle ou la source récupérée peut conserver des connaissances anciennes valides tout en manquant une statistique, une interaction, une carte, un ensemble de règles ou un état de déploiement modifiés. La réponse peut rester plausible même si ses hypothèses de version ont expiré.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv id=\"faq2\" class=\"border-t border-gray-200 py-4 first:border-t-0 dark:border-gray-700\">\u003Ch4 class=\"font-semibold text-gray-900 dark:text-gray-100\">Le numéro de correctif suffit-il à rendre les conseils de jeu fiables ?\u003C\u002Fh4>\u003Cdiv class=\"mt-2 text-gray-600 dark:text-gray-300\">Pas toujours. La plateforme, la branche, la région, le mode de jeu et les correctifs côté serveur peuvent aussi compter.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv id=\"faq3\" class=\"border-t border-gray-200 py-4 first:border-t-0 dark:border-gray-700\">\u003Ch4 class=\"font-semibold text-gray-900 dark:text-gray-100\">Pourquoi deux joueurs sur le même jeu peuvent-ils obtenir des résultats différents ?\u003C\u002Fh4>\u003Cdiv class=\"mt-2 text-gray-600 dark:text-gray-300\">Ils peuvent exécuter des builds, des branches, des plateformes, des déploiements régionaux, des modes ou des configurations de service en direct différents.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv id=\"faq4\" class=\"border-t border-gray-200 py-4 first:border-t-0 dark:border-gray-700\">\u003Ch4 class=\"font-semibold text-gray-900 dark:text-gray-100\">Les notes de correctif officielles suffisent-elles pour un assistant IA ?\u003C\u002Fh4>\u003Cdiv class=\"mt-2 text-gray-600 dark:text-gray-300\">Elles constituent des preuves faisant autorité des changements documentés, mais l'assistant doit encore raisonner sur la façon dont ces changements affectent la question spécifique.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003Cdiv id=\"faq5\" class=\"border-t border-gray-200 py-4 first:border-t-0 dark:border-gray-700\">\u003Ch4 class=\"font-semibold text-gray-900 dark:text-gray-100\">Que dois-je fournir lorsque je demande à une IA des conseils de jeu sensibles aux correctifs ?\u003C\u002Fh4>\u003Cdiv class=\"mt-2 text-gray-600 dark:text-gray-300\">Indiquez le jeu exact, le correctif ou le build lorsqu'il est connu, la plateforme, la branche ou le royaume de test, la région si pertinent, le mode de jeu et le comportement que vous observez actuellement.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003C\u002Fsection>\n\u003Ch2 id=\"section-62\">Glossaire\u003C\u002Fh2>\n\u003Csection class=\"editorjs-glossary my-6 rounded-xl border border-gray-200 dark:border-gray-700 p-5\">\u003Ch3 class=\"mb-3 text-lg font-semibold\">Termes clés liés à l'état de version\u003C\u002Fh3>\u003Cdl>\u003Cdiv id=\"version-envelope\" class=\"border-t border-gray-200 dark:border-gray-700 py-3 first:border-t-0\">\u003Cdt class=\"font-semibold text-gray-900 dark:text-gray-100\">Enveloppe de version\u003C\u002Fdt>\u003Cdd class=\"mt-1 text-gray-600 dark:text-gray-300\">L'ensemble des conditions d'état du jeu dans lesquelles un conseil reste applicable, y compris la version, la plateforme, la branche, la région, le mode et l'état du service en direct le cas échéant.\u003C\u002Fdd>\u003C\u002Fdiv>\u003Cdiv id=\"build\" class=\"border-t border-gray-200 dark:border-gray-700 py-3 first:border-t-0\">\u003Cdt class=\"font-semibold text-gray-900 dark:text-gray-100\">Build\u003C\u002Fdt>\u003Cdd class=\"mt-1 text-gray-600 dark:text-gray-300\">Un état packagé particulier du contenu du jeu distribué à un moment donné.\u003C\u002Fdd>\u003C\u002Fdiv>\u003Cdiv id=\"branch\" class=\"border-t border-gray-200 dark:border-gray-700 py-3 first:border-t-0\">\u003Cdt class=\"font-semibold text-gray-900 dark:text-gray-100\">Branche\u003C\u002Fdt>\u003Cdd class=\"mt-1 text-gray-600 dark:text-gray-300\">Un canal de publication ou une ligne de build spécifique, tel que par défaut, bêta ou test, qui peut exposer un état d'application différent.\u003C\u002Fdd>\u003C\u002Fdiv>\u003Cdiv id=\"version-drift\" class=\"border-t border-gray-200 dark:border-gray-700 py-3 first:border-t-0\">\u003Cdt class=\"font-semibold text-gray-900 dark:text-gray-100\">Dérive de version\u003C\u002Fdt>\u003Cdd class=\"mt-1 text-gray-600 dark:text-gray-300\">Le décalage qui apparaît lorsque des conseils, des données ou un raisonnement supposent un état de jeu plus ancien ou différent de celui que le joueur utilise actuellement.\u003C\u002Fdd>\u003C\u002Fdiv>\u003Cdiv id=\"patch-state-validity-test\" class=\"border-t border-gray-200 dark:border-gray-700 py-3 first:border-t-0\">\u003Cdt class=\"font-semibold text-gray-900 dark:text-gray-100\">Test de validité de l'état du correctif\u003C\u002Fdt>\u003Cdd class=\"mt-1 text-gray-600 dark:text-gray-300\">Une méthode Figure Rocks pour vérifier si les conseils de jeu s'appliquent encore en résolvant l'état du joueur et en réévaluant les dépendances affectées par les mises à jour.\u003C\u002Fdd>\u003C\u002Fdiv>\u003C\u002Fdl>\u003C\u002Fsection>\n\u003Ch2 id=\"section-64\">Sources primaires\u003C\u002Fh2>\n\u003Ca href=\"https:\u002F\u002Fpartner.steamgames.com\u002Fdoc\u002Fstore\u002Fapplication\u002Fbuilds\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"editorjs-link-tool block border border-gray-200 dark:border-gray-700 rounded-lg p-4 transition text-gray-900 dark:text-gray-100 hover:border-primary-500 hover:bg-primary-50 dark:hover:bg-gray-900 hover:text-gray-900 dark:hover:text-gray-100\">\u003Cstrong class=\"block font-semibold\">Valve Steamworks — Builds\u003C\u002Fstrong>\u003Cp class=\"text-sm text-gray-600 dark:text-gray-400\">Documentation officielle définissant les builds comme des représentations ponctuelles du contenu d'une application et expliquant comment les builds en direct sont distribués.\u003C\u002Fp>\u003C\u002Fa>\n\u003Ca href=\"https:\u002F\u002Fpartner.steamgames.com\u002Fdoc\u002Fstore\u002Fapplication\u002Fbranches\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"editorjs-link-tool block border border-gray-200 dark:border-gray-700 rounded-lg p-4 transition text-gray-900 dark:text-gray-100 hover:border-primary-500 hover:bg-primary-50 dark:hover:bg-gray-900 hover:text-gray-900 dark:hover:text-gray-100\">\u003Cstrong class=\"block font-semibold\">Valve Steamworks — Branches (Bêtas)\u003C\u002Fstrong>\u003Cp class=\"text-sm text-gray-600 dark:text-gray-400\">Documentation officielle montrant que les utilisateurs peuvent exécuter des builds publics ou privés spécifiques au lieu de la branche par défaut.\u003C\u002Fp>\u003C\u002Fa>\n\u003Ca href=\"https:\u002F\u002Fdeveloper.riotgames.com\u002Fdocs\u002Flol\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"editorjs-link-tool block border border-gray-200 dark:border-gray-700 rounded-lg p-4 transition text-gray-900 dark:text-gray-100 hover:border-primary-500 hover:bg-primary-50 dark:hover:bg-gray-900 hover:text-gray-900 dark:hover:text-gray-100\">\u003Cstrong class=\"block font-semibold\">Portail développeurs de Riot Games — League of Legends\u003C\u002Fstrong>\u003Cp class=\"text-sm text-gray-600 dark:text-gray-400\">Directives officielles de versionnage indiquant que les versions de Data Dragon sont spécifiques à un correctif et ne correspondent pas toujours à la version du client déployée dans chaque région.\u003C\u002Fp>\u003C\u002Fa>\n\u003Ca href=\"https:\u002F\u002Fdev.epicgames.com\u002Fdocumentation\u002Funreal-engine\u002Fbehavior-trees-in-unreal-engine\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"editorjs-link-tool block border border-gray-200 dark:border-gray-700 rounded-lg p-4 transition text-gray-900 dark:text-gray-100 hover:border-primary-500 hover:bg-primary-50 dark:hover:bg-gray-900 hover:text-gray-900 dark:hover:text-gray-100\">\u003Cstrong class=\"block font-semibold\">Epic Games — Arbres de comportement dans Unreal Engine\u003C\u002Fstrong>\u003Cp class=\"text-sm text-gray-600 dark:text-gray-400\">Documentation officielle démontrant comment le comportement de l'IA dépend de l'état actuel du Blackboard plutôt que de la seule logique statique.\u003C\u002Fp>\u003C\u002Fa>",{"time":538,"blocks":539,"version":1092},1790369543073,[540,546,554,561,568,574,579,584,589,594,640,647,652,657,662,667,672,677,682,687,692,721,726,731,736,741,746,751,756,761,766,771,776,783,788,818,823,828,860,865,870,894,899,904,909,914,919,924,933,938,945,950,955,960,965,970,975,980,985,990,995,1021,1026,1050,1055,1065,1074,1083],{"id":541,"data":542,"type":544,"tunes":545},"intro",{"text":543},"Un assistant de jeu peut donner une réponse qui semble techniquement correcte et pourtant être fausse pour le jeu auquel vous jouez réellement. La raison habituelle n'est pas un mauvais langage ni un raisonnement faible. C'est une inadéquation de version. L'assistant peut répondre pour un patch différent, une version de plateforme différente, une région différente, une branche bêta, un ensemble de règles ou un état côté serveur différent.","paragraph",{},{"id":547,"data":548,"type":552,"tunes":553},"direct",{"body":549,"title":550,"variant":551},"\u003Cstrong>Des conseils de jeu tenant compte des patchs nécessitent plus que le titre du jeu.\u003C\u002Fstrong> Une réponse fiable doit identifier la version pertinente du jeu, la plateforme ou la branche, la région lorsque cela compte, le mode ou l'ensemble de règles, et la date ou l'état du service en direct que le conseil suppose. Si ces conditions manquent, une réponse peut être intrinsèquement correcte et pourtant échouer dans le jeu réel du joueur.","Réponse directe","info","callout",{},{"id":555,"data":556,"type":552,"tunes":560},"model-note",{"body":557,"title":558,"variant":559},"Le Test de validité de l'état du patch et l'Enveloppe de version des conseils de jeu ci-dessous sont des modèles pratiques de Figure Rocks. Ce ne sont pas des normes industrielles formelles. Leur objectif est de rendre explicites et testables les conseils de jeu dépendants de la version.","Le modèle utilisé dans cet article","note",{},{"id":562,"data":563,"type":566,"tunes":567},"toc",{"title":564,"maxLevel":565,"minLevel":47},"Sommaire",3,"tableOfContents",{},{"id":569,"data":570,"type":572,"tunes":573},"h-title",{"text":571,"level":47},"Un titre de jeu n'est pas une description complète de l'état","header",{},{"id":575,"data":576,"type":544,"tunes":578},"p-title-1",{"text":577},"Quand quelqu'un demande : « Quelle est la meilleure construction dans ce jeu ? », le titre seul peut être insuffisant. Les jeux en direct changent. Les jeux solo reçoivent des patchs d'équilibrage. Les utilisateurs PC peuvent exécuter des branches publiques ou bêta. Les services régionaux peuvent exposer des données différentes. Les mises à jour console et PC ne surviennent pas toujours dans des conditions identiques.",{},{"id":580,"data":581,"type":544,"tunes":583},"p-title-2",{"text":582},"Steamworks rend explicite le problème de version sous-jacent : une branche est une version spécifique d'une application, la branche par défaut n'est qu'une version disponible, et les utilisateurs peuvent opter pour d'autres branches qui remplacent la version actuellement installée. La phrase « Je joue au jeu sur Steam » ne permet donc pas d'identifier de manière unique l'état de l'exécutable.",{},{"id":585,"data":586,"type":544,"tunes":588},"p-title-3",{"text":587},"La documentation développeur de Riot expose le même problème du côté des données. Les versions de Data Dragon sont spécifiques à un patch, et Riot avertit qu'une version de données n'est pas toujours équivalente à la version du client dans toutes les régions. Cela signifie que même les données de jeu statiques officielles peuvent nécessiter un contexte de version et de région.",{},{"id":590,"data":591,"type":572,"tunes":593},"h-envelope",{"text":592,"level":47},"L'Enveloppe de version des conseils de jeu",{},{"id":595,"data":596,"type":638,"tunes":639},"envelope-table",{"rows":597,"title":626,"layout":627,"columns":628},[598,602,606,610,614,618,622],{"id":599,"label":600,"values":601},"game","Jeu",[13,13,13],{"id":603,"label":604,"values":605},"version","Version",[13,13,13],{"id":607,"label":608,"values":609},"platform","Plateforme",[13,13,13],{"id":611,"label":612,"values":613},"branch","Branche",[13,13,13],{"id":615,"label":616,"values":617},"region","Région",[13,13,13],{"id":619,"label":620,"values":621},"mode","Mode",[13,13,13],{"id":623,"label":624,"values":625},"live","État en direct",[13,13,13],"Qu'est-ce qui définit la limite de validité des conseils sensibles aux patchs ?","table",[629,632,635],{"id":630,"label":631},"dimension","Dimension",{"id":633,"label":634},"question","Quoi identifier",{"id":636,"label":637},"failure","Ce qui ne va pas si absent","comparison",{},{"id":641,"data":642,"type":552,"tunes":646},"useful-question",{"body":643,"title":644,"variant":645},"Ne demandez pas seulement \u003Cstrong>« Cette réponse est-elle correcte ? »\u003C\u002Fstrong> Demandez \u003Cstrong>« Pour quel état du jeu cette réponse est-elle correcte ? »\u003C\u002Fstrong>","La question utile","success",{},{"id":648,"data":649,"type":572,"tunes":651},"h-sounds-right",{"text":650,"level":47},"Pourquoi les vieux conseils peuvent encore sembler parfaitement raisonnables",{},{"id":653,"data":654,"type":544,"tunes":656},"p-sounds-1",{"text":655},"Les erreurs de version sont difficiles à détecter car un patch modifie rarement tout. La plupart du jeu environnant reste familier. Une ancienne réponse peut donc contenir une terminologie correcte, de vraies mécaniques et des chiffres plausibles tout en étant fausse sur une interaction modifiée.",{},{"id":658,"data":659,"type":544,"tunes":661},"p-sounds-2",{"text":660},"Cela produit un mode de défaillance dangereux pour les assistants IA : la fluidité sémantique survit à la dérive de version. Le modèle peut comprendre le jeu conceptuellement tout en appliquant une valeur, une interaction ou une priorité qui appartenait à un patch antérieur.",{},{"id":663,"data":664,"type":544,"tunes":666},"p-sounds-3",{"text":665},"Le résultat semble plus digne de confiance qu'une réponse complètement absurde parce que 90 pour cent de celle-ci peut encore correspondre au jeu actuel.",{},{"id":668,"data":669,"type":572,"tunes":671},"h-patch-notes",{"text":670,"level":47},"Les notes de patch sont une preuve de changement, pas un modèle complet du jeu actuel",{},{"id":673,"data":674,"type":544,"tunes":676},"p-patch-1",{"text":675},"Les notes de patch vous disent que quelque chose a changé. Elles ne fournissent pas automatiquement une représentation complète de chaque dépendance affectée par ce changement.",{},{"id":678,"data":679,"type":544,"tunes":681},"p-patch-2",{"text":680},"Une valeur de dégâts peut changer le classement d'une construction. Un changement de coût d'objet peut déplacer une fenêtre de timing. Un changement de temps de recharge peut altérer une stratégie de rencontre. Un changement de carte peut invalider les conseils de cheminement. La note de patch peut décrire une ligne alors que la réponse pratique change à travers plusieurs systèmes.",{},{"id":683,"data":684,"type":544,"tunes":686},"p-patch-3",{"text":685},"C'est pourquoi un assistant conscient des correctifs ne devrait pas simplement récupérer la note de correctif la plus récente et la répéter. Il doit déterminer si le conseil demandé dépend d'une variable modifiée.",{},{"id":688,"data":689,"type":572,"tunes":691},"h-test",{"text":690,"level":47},"Le test de validité de l'état du correctif",{},{"id":693,"data":694,"type":719,"tunes":720},"patch-test-flow",{"steps":695,"title":717,"orientation":718},[696,699,702,705,708,711,714],{"label":697,"description":698},"1. Identifier le résultat demandé","Choix de build, stratégie de boss, interaction d'objet, itinéraire, méthode de farming, paramètres ou autre décision concrète.",{"label":700,"description":701},"2. Identifier les variables d'état du jeu dont dépend la réponse","Statistiques, coûts, géométrie de la carte, comportement de l'IA, tables de butin, règles de matchmaking, temps de recharge ou autres mécaniques.",{"label":703,"description":704},"3. Déterminer l'enveloppe de version du joueur","Correctif\u002Fbuild, plateforme, branche, région, mode et état du service en direct le cas échéant.",{"label":706,"description":707},"4. Comparer avec les données actuelles faisant autorité","Utiliser les notes de correctif officielles, les données des développeurs, les informations de build ou l'état du jeu lui-même lorsque disponible.",{"label":709,"description":710},"5. Rechercher les dépendances modifiées","Un correctif n'a pas besoin de mentionner la question exacte pour invalider la réponse ; la modification d'une seule dépendance peut suffire.",{"label":712,"description":713},"6. Marquer explicitement l'état incertain","Si le correctif à chaud actuel, le déploiement régional ou la branche de test ne peuvent pas être vérifiés, indiquer quelle hypothèse la réponse utilise.",{"label":715,"description":716},"7. Recalculer la réponse","Ne pas simplement ajouter « après le correctif X ». Réévaluer le conseil avec les nouvelles variables.","Vérifier si les conseils de jeu s'appliquent toujours","auto","processFlow",{},{"id":722,"data":723,"type":572,"tunes":725},"h-builds",{"text":724,"level":47},"Les ID de build et les branches importent plus que la plupart des guides ne l'admettent",{},{"id":727,"data":728,"type":544,"tunes":730},"p-builds-1",{"text":729},"Steamworks définit une build comme une représentation des dépôts de l'application à un moment donné. Une nouvelle build peut modifier, supprimer ou ajouter des fichiers, et différentes branches peuvent exposer différentes builds à différents utilisateurs.",{},{"id":732,"data":733,"type":544,"tunes":735},"p-builds-2",{"text":734},"Pour le dépannage, cela importe car deux joueurs peuvent affirmer véridiquement qu'ils jouent au même jeu Steam tout en exécutant des branches différentes. Si l'un a opté pour une bêta, une réponse vérifiée sur la branche par défaut peut ne pas s'appliquer.",{},{"id":737,"data":738,"type":544,"tunes":740},"p-builds-3",{"text":739},"Une bonne réponse technique demande donc la branche ou la build lorsque le symptôme dépend d'un comportement sensible à la version.",{},{"id":742,"data":743,"type":572,"tunes":745},"h-region",{"text":744,"level":47},"La région peut faire partie de l'état de version",{},{"id":747,"data":748,"type":544,"tunes":750},"p-region-1",{"text":749},"La documentation développeur de Riot est inhabituellement explicite sur les incompatibilités de version régionales : une version de Data Dragon n'est pas toujours équivalente à la version du client League of Legends dans une région.",{},{"id":752,"data":753,"type":544,"tunes":755},"p-region-2",{"text":754},"C'est une leçon générale importante. « Les dernières données » et « les données réellement déployées pour ce joueur » ne sont pas automatiquement la même chose.",{},{"id":757,"data":758,"type":544,"tunes":760},"p-region-3",{"text":759},"Pour les jeux mondiaux en service continu, un assistant devrait donc éviter de supposer qu'un identifiant de version global capture tous les états de déploiement pertinents.",{},{"id":762,"data":763,"type":572,"tunes":765},"h-live-state",{"text":764,"level":47},"Le correctif client n'est pas toujours l'état en direct complet",{},{"id":767,"data":768,"type":544,"tunes":770},"p-live-1",{"text":769},"Les jeux modernes peuvent modifier leur comportement sans remplacer l'intégralité du client local. La configuration serveur, les rotations de contenu, les règles de matchmaking, les paramètres d'événement et les mécanismes de correctif à chaud peuvent tous affecter le gameplay.",{},{"id":772,"data":773,"type":544,"tunes":775},"p-live-2",{"text":774},"Cela crée deux couches de vérité : la build installée et l'état du service actuellement actif. Un assistant conscient des versions devrait savoir quand sa question dépend des deux.",{},{"id":777,"data":778,"type":552,"tunes":782},"live-warning",{"body":779,"title":780,"variant":781},"Pour les questions de service en direct, le joueur peut avoir la bonne build client et néanmoins subir un comportement déterminé par la configuration actuelle côté serveur.","Ne pas assimiler la version installée à l'état total du jeu","warning",{},{"id":784,"data":785,"type":572,"tunes":787},"h-stale",{"text":786,"level":47},"Les cinq classes de conseils de jeu obsolètes",{},{"id":789,"data":790,"type":627,"tunes":817},"stale-table",{"content":791,"stretched":816,"withHeadings":15},[792,796,800,804,808,812],[793,794,795],"Classe de réponse obsolète","Exemple","Pourquoi elle échoue",[797,798,799],"Dérive numérique","Anciens dégâts, temps de recharge, prix, taux de butin","La recommandation a été calculée à partir de valeurs obsolètes",[801,802,803],"Dérive d'interaction","Les mécaniques existent toujours mais se combinent différemment","La règle a changé alors que la terminologie est restée familière",[805,806,807],"Dérive de contenu","Carte, boss, objet ou quête déplacé\u002Fmodifié","Les conseils de localisation ou de progression ne correspondent plus",[809,810,811],"Dérive de règles","Mode classé\u002Févénement\u002Fsaisonnier modifié","Le conseil est correct pour le mauvais mode",[813,814,815],"Dérive de déploiement","Région, plateforme ou branche différente","La réponse cible une build que le joueur n'exécute pas",false,{},{"id":819,"data":820,"type":572,"tunes":822},"h-should-answer",{"text":821,"level":47},"Comment un assistant IA devrait répondre aux questions sensibles aux correctifs",{},{"id":824,"data":825,"type":544,"tunes":827},"p-should-1",{"text":826},"Une réponse solide doit exposer ses hypothèses d'état avant de donner une recommandation à haute confiance.",{},{"id":829,"data":830,"type":638,"tunes":859},"weak-strong-table",{"rows":831,"title":848,"layout":627,"columns":849},[832,836,840,844],{"id":833,"label":834,"values":835},"scope","Portée",[13,13,13],{"id":837,"label":838,"values":839},"source","Source",[13,13,13],{"id":841,"label":842,"values":843},"dependency","Dépendance",[13,13,13],{"id":845,"label":846,"values":847},"uncertainty","Incertitude",[13,13,13],"Réponse faible vs réponse sensible à la version",[850,853,856],{"id":851,"label":852},"part","Partie",{"id":854,"label":855},"weak","Réponse faible",{"id":857,"label":858},"strong","Réponse sensible à la version",{},{"id":861,"data":862,"type":572,"tunes":864},"h-diagnostic",{"text":863,"level":47},"Le diagnostic de décalage d'état de jeu",{},{"id":866,"data":867,"type":544,"tunes":869},"p-diagnostic-intro",{"text":868},"Lorsqu'une réponse d'IA ne correspond pas à ce que vous voyez en jeu, ne commencez pas par supposer que le modèle a halluciné tout le sujet. Testez d'abord le décalage d'état.",{},{"id":871,"data":872,"type":719,"tunes":893},"mismatch-flow",{"steps":873,"title":892,"orientation":718},[874,877,880,883,886,889],{"label":875,"description":876},"1. Vérifiez votre version exacte","Correctif, build, branche, plateforme et mode de jeu.",{"label":878,"description":879},"2. Vérifiez la date du conseil","A-t-il été écrit avant une mise à jour pertinente ?",{"label":881,"description":882},"3. Identifiez la mécanique contestée","Statistique, objet, carte, quête, comportement de l'IA, récompense ou règle du système.",{"label":884,"description":885},"4. Vérifiez les preuves actuelles de première partie","Note de correctif, point de terminaison de données officiel, état de build ou description actuelle en jeu.",{"label":887,"description":888},"5. Testez si une seule dépendance a changé","Le reste de la réponse peut encore être valide même si une variable modifiée invalide la conclusion.",{"label":890,"description":891},"6. Recalculez au lieu de simplement corriger une phrase","Une variable modifiée peut altérer toute la recommandation.","Pourquoi la réponse ne correspond-elle pas à mon jeu ?",{},{"id":895,"data":896,"type":572,"tunes":898},"h-latest",{"text":897,"level":47},"Pourquoi « le plus récent » est un mot dangereux",{},{"id":900,"data":901,"type":544,"tunes":903},"p-latest-1",{"text":902},"« Le plus récent » semble précis mais masque souvent l'horodatage réel et le contexte de déploiement. Le plus récent selon quelle source ? Dernière version stable ? Dernière bêta ? Dernière région ? Dernières notes de correctif ? Dernier correctif à chaud du serveur ?",{},{"id":905,"data":906,"type":544,"tunes":908},"p-latest-2",{"text":907},"Pour les conseils de jeu, un identifiant de version est préférable à une affirmation vague de fraîcheur. Si une version ne peut pas être résolue, la réponse doit être explicitement conditionnelle.",{},{"id":910,"data":911,"type":572,"tunes":913},"h-retrieval",{"text":912,"level":47},"La conscience de la version est aussi un problème de récupération",{},{"id":915,"data":916,"type":544,"tunes":918},"p-retrieval-1",{"text":917},"Un système de recherche ou de RAG peut récupérer un guide très pertinent pour le mauvais correctif. La similarité sémantique ne garantit pas l'applicabilité temporelle.",{},{"id":920,"data":921,"type":544,"tunes":923},"p-retrieval-2",{"text":922},"La récupération sensible aux correctifs devrait donc classer non seulement par pertinence thématique mais aussi par compatibilité de version. Une explication parfaite pour le correctif 1.8 peut être une moins bonne source qu'une note officielle plus courte pour le correctif 2.1 si la question du joueur dépend d'une mécanique modifiée.",{},{"id":925,"data":926,"type":931,"tunes":932},"ref-reasoning",{"url":927,"title":928,"excerpt":929,"ctaLabel":930},"https:\u002F\u002Ffigure.rocks\u002Fde\u002Fblog\u002Fwhen-gaming-ai-sounds-right-but-isn-t-the-reasoning-problem-behind-game-assistants-and-agents","Quand l'IA de jeu semble avoir raison mais n'a pas raison : le problème de raisonnement derrière les assistants et agents de jeu","Pourquoi des conseils de jeu fluides peuvent échouer même lorsque le langage semble convaincant — et pourquoi la qualité du raisonnement doit être séparée d'une présentation confiante.","Lire l'article sur le raisonnement de l'IA de jeu","referralArticle",{},{"id":934,"data":935,"type":572,"tunes":937},"h-template",{"text":936,"level":47},"Un modèle de réponse simple sensible à la version",{},{"id":939,"data":940,"type":552,"tunes":944},"template-callout",{"body":941,"title":942,"variant":943},"\u003Cstrong>État :\u003C\u002Fstrong> jeu + correctif\u002Fbuild + plateforme\u002Fbranche + mode\u002Frégion si pertinent.\u003Cbr>\u003Cstrong>Réponse :\u003C\u002Fstrong> recommandation directe.\u003Cbr>\u003Cstrong>Pourquoi :\u003C\u002Fstrong> variables actuelles qui la soutiennent.\u003Cbr>\u003Cstrong>Modifié depuis :\u003C\u002Fstrong> comportement plus ancien pertinent qui ne s'applique plus.\u003Cbr>\u003Cstrong>Non vérifié :\u003C\u002Fstrong> tout correctif à chaud ou condition de service en direct qui pourrait modifier la réponse.","Structure de réponse recommandée","tip",{},{"id":946,"data":947,"type":572,"tunes":949},"h-change",{"text":948,"level":47},"Qu'est-ce qui changerait cette réponse ?",{},{"id":951,"data":952,"type":544,"tunes":954},"p-change-1",{"text":953},"Le cadre devient moins nécessaire pour les jeux dont les mécaniques sont effectivement figées et identiques sur toutes les plateformes. Il devient plus important à mesure que la fréquence des correctifs, le déploiement régional, les branches de test et le réglage des services en direct augmentent.",{},{"id":956,"data":957,"type":544,"tunes":959},"p-change-2",{"text":958},"Cela changerait aussi si les jeux exposaient des métadonnées d'état en direct faisant autorité et lisibles par machine que les assistants pourraient résoudre automatiquement pour l'environnement exact du joueur.",{},{"id":961,"data":962,"type":572,"tunes":964},"h-limitations",{"text":963,"level":47},"Limites",{},{"id":966,"data":967,"type":544,"tunes":969},"p-limit-1",{"text":968},"Tous les jeux n'exposent pas d'API de version publiques, d'identifiants de build, de configuration en direct ou d'informations complètes sur les correctifs. Certains états restent donc difficiles à vérifier de l'extérieur.",{},{"id":971,"data":972,"type":544,"tunes":974},"p-limit-2",{"text":973},"Les notes de correctif officielles peuvent aussi être incomplètes en tant que modèle de gameplay émergent, car modifier une mécanique peut altérer des stratégies qui n'ont jamais été explicitement décrites dans la note. La conscience de la version améliore la validité ; elle n'élimine pas le besoin de tests et de raisonnement.",{},{"id":976,"data":977,"type":572,"tunes":979},"h-conclusion",{"text":978,"level":47},"Conclusion",{},{"id":981,"data":982,"type":544,"tunes":984},"p-conclusion-1",{"text":983},"Les conseils de jeu obsolètes ne sont souvent pas complètement faux. Ils sont corrects à l'intérieur d'une enveloppe de version expirée.",{},{"id":986,"data":987,"type":544,"tunes":989},"p-conclusion-2",{"text":988},"C'est pourquoi une IA consciente des correctifs doit résoudre plus que le titre du jeu. Elle a besoin de la version, de la plateforme ou de la branche, de la région et du mode pertinents, ainsi que de tout état en direct dont dépend la réponse. Une fois ces conditions explicites, « l'IA s'est trompée » devient un diagnostic bien plus utile : pour quel état a-t-elle répondu, et quel état jouez-vous réellement ?",{},{"id":991,"data":992,"type":572,"tunes":994},"h-faq",{"text":993,"level":47},"FAQ",{},{"id":996,"data":997,"type":996,"tunes":1020},"faq",{"items":998,"title":1019},[999,1003,1007,1011,1015],{"id":1000,"answer":1001,"question":1002},"faq1","Parce que le modèle ou la source récupérée peut conserver des connaissances anciennes valides tout en manquant une statistique, une interaction, une carte, un ensemble de règles ou un état de déploiement modifiés. La réponse peut rester plausible même si ses hypothèses de version ont expiré.","Pourquoi une IA donne-t-elle des conseils de jeu qui étaient corrects avant un correctif ?",{"id":1004,"answer":1005,"question":1006},"faq2","Pas toujours. La plateforme, la branche, la région, le mode de jeu et les correctifs côté serveur peuvent aussi compter.","Le numéro de correctif suffit-il à rendre les conseils de jeu fiables ?",{"id":1008,"answer":1009,"question":1010},"faq3","Ils peuvent exécuter des builds, des branches, des plateformes, des déploiements régionaux, des modes ou des configurations de service en direct différents.","Pourquoi deux joueurs sur le même jeu peuvent-ils obtenir des résultats différents ?",{"id":1012,"answer":1013,"question":1014},"faq4","Elles constituent des preuves faisant autorité des changements documentés, mais l'assistant doit encore raisonner sur la façon dont ces changements affectent la question spécifique.","Les notes de correctif officielles suffisent-elles pour un assistant IA ?",{"id":1016,"answer":1017,"question":1018},"faq5","Indiquez le jeu exact, le correctif ou le build lorsqu'il est connu, la plateforme, la branche ou le royaume de test, la région si pertinent, le mode de jeu et le comportement que vous observez actuellement.","Que dois-je fournir lorsque je demande à une IA des conseils de jeu sensibles aux correctifs ?","IA de jeu consciente des correctifs",{},{"id":1022,"data":1023,"type":572,"tunes":1025},"h-glossary",{"text":1024,"level":47},"Glossaire",{},{"id":1027,"data":1028,"type":1027,"tunes":1049},"glossary",{"title":1029,"entries":1030},"Termes clés liés à l'état de version",[1031,1035,1039,1041,1045],{"term":1032,"anchor":1033,"definition":1034},"Enveloppe de version","version-envelope","L'ensemble des conditions d'état du jeu dans lesquelles un conseil reste applicable, y compris la version, la plateforme, la branche, la région, le mode et l'état du service en direct le cas échéant.",{"term":1036,"anchor":1037,"definition":1038},"Build","build","Un état packagé particulier du contenu du jeu distribué à un moment donné.",{"term":612,"anchor":611,"definition":1040},"Un canal de publication ou une ligne de build spécifique, tel que par défaut, bêta ou test, qui peut exposer un état d'application différent.",{"term":1042,"anchor":1043,"definition":1044},"Dérive de version","version-drift","Le décalage qui apparaît lorsque des conseils, des données ou un raisonnement supposent un état de jeu plus ancien ou différent de celui que le joueur utilise actuellement.",{"term":1046,"anchor":1047,"definition":1048},"Test de validité de l'état du correctif","patch-state-validity-test","Une méthode Figure Rocks pour vérifier si les conseils de jeu s'appliquent encore en résolvant l'état du joueur et en réévaluant les dépendances affectées par les mises à jour.",{},{"id":1051,"data":1052,"type":572,"tunes":1054},"h-sources",{"text":1053,"level":47},"Sources primaires",{},{"id":1056,"data":1057,"type":1063,"tunes":1064},"src-steam-builds",{"link":1058,"meta":1059},"https:\u002F\u002Fpartner.steamgames.com\u002Fdoc\u002Fstore\u002Fapplication\u002Fbuilds",{"image":1060,"title":1061,"description":1062},{"url":13},"Valve Steamworks — Builds","Documentation officielle définissant les builds comme des représentations ponctuelles du contenu d'une application et expliquant comment les builds en direct sont distribués.","linkTool",{},{"id":1066,"data":1067,"type":1063,"tunes":1073},"src-steam-branches",{"link":1068,"meta":1069},"https:\u002F\u002Fpartner.steamgames.com\u002Fdoc\u002Fstore\u002Fapplication\u002Fbranches",{"image":1070,"title":1071,"description":1072},{"url":13},"Valve Steamworks — Branches (Bêtas)","Documentation officielle montrant que les utilisateurs peuvent exécuter des builds publics ou privés spécifiques au lieu de la branche par défaut.",{},{"id":1075,"data":1076,"type":1063,"tunes":1082},"src-riot-lol",{"link":1077,"meta":1078},"https:\u002F\u002Fdeveloper.riotgames.com\u002Fdocs\u002Flol",{"image":1079,"title":1080,"description":1081},{"url":13},"Portail développeurs de Riot Games — League of Legends","Directives officielles de versionnage indiquant que les versions de Data Dragon sont spécifiques à un correctif et ne correspondent pas toujours à la version du client déployée dans chaque région.",{},{"id":1084,"data":1085,"type":1063,"tunes":1091},"src-epic-blackboard",{"link":1086,"meta":1087},"https:\u002F\u002Fdev.epicgames.com\u002Fdocumentation\u002Funreal-engine\u002Fbehavior-trees-in-unreal-engine",{"image":1088,"title":1089,"description":1090},{"url":13},"Epic Games — Arbres de comportement dans Unreal Engine","Documentation officielle démontrant comment le comportement de l'IA dépend de l'état actuel du Blackboard plutôt que de la seule logique statique.",{},"2.31","Une IA de jeu peut donner une réponse qui semble parfaitement correcte et qui reste néanmoins erronée pour le jeu auquel vous jouez réellement. Ce guide explique la dérive des versions à travers les correctifs, les builds, les branches bêta, les régions, les modes et l'état des services en direct—et comment vérifier si un conseil s'applique encore.","\u002Fuploads\u002F2026\u002F09\u002Fpatch-notes-are-not-game-state-why-ai-game-advice-goes-stale-after-an-update-1790369398203-f6w4hn.webp","patch-notes-are-not-game-state-why-ai-game-advice-goes-stale-after-an-update-1790369398203-f6w4hn","PUBLISHED","2026-09-25T16:47:00.000Z","2026-09-25T20:47:32.037Z","2026-09-25T21:02:33.911Z",{"en":1101,"de":1102,"sr":1103,"es":1104,"fr":1105,"it":1106,"ru":1107,"zh":1108},"\u002Fblog\u002Fpatch-notes-are-not-game-state-why-ai-game-advice-goes-stale-after-an-update","\u002Fde\u002Fblog\u002Fpatch-notes-are-not-game-state-why-ai-game-advice-goes-stale-after-an-update","\u002Fsr\u002Fblog\u002Fpatch-notes-are-not-game-state-why-ai-game-advice-goes-stale-after-an-update","\u002Fes\u002Fblog\u002Fpatch-notes-are-not-game-state-why-ai-game-advice-goes-stale-after-an-update","\u002Ffr\u002Fblog\u002Fpatch-notes-are-not-game-state-why-ai-game-advice-goes-stale-after-an-update","\u002Fit\u002Fblog\u002Fpatch-notes-are-not-game-state-why-ai-game-advice-goes-stale-after-an-update","\u002Fru\u002Fblog\u002Fpatch-notes-are-not-game-state-why-ai-game-advice-goes-stale-after-an-update","\u002Fzh\u002Fblog\u002Fpatch-notes-are-not-game-state-why-ai-game-advice-goes-stale-after-an-update",[1110,1114,1118],{"id":1111,"name":1112,"slug":1113},168,"Correctifs et mises à jour","patches-and-updates",{"id":1115,"name":1116,"slug":1117},138,"Correctifs et régressions","patches-and-regressions",{"id":1119,"name":1120,"slug":1121},279,"Chronologie des pilotes et des correctifs","driver-and-patch-timeline",{"id":392,"login":1123,"email":1124,"displayName":1125},"aleksandar","aleksandar@stajic.de","Aleksandar Stajic",[1127,1563],{"lang":8,"title":1128,"content":1129,"contentJson":1130,"excerpt":1562},"Patch Notes Are Not Game State: Why AI Game Advice Goes Stale After an Update","{\"time\":1790370152730,\"blocks\":[{\"id\":\"intro\",\"type\":\"paragraph\",\"data\":{\"text\":\"A game assistant can give an answer that sounds technically correct and still be wrong for the game you are actually playing. The usual reason is not bad language or weak reasoning. It is version mismatch. The assistant may be answering for a different patch, platform build, region, beta branch, ruleset, or server-side state.\"},\"tunes\":{}},{\"id\":\"direct\",\"type\":\"callout\",\"data\":{\"variant\":\"info\",\"title\":\"Direct answer\",\"body\":\"\u003Cstrong>Patch-aware game advice needs more than the game title.\u003C\u002Fstrong> A reliable answer should identify the relevant game version, platform or branch, region when it matters, mode or ruleset, and the date or live-service state the advice assumes. If those conditions are missing, an answer can be internally correct and still fail in the player's actual game.\"},\"tunes\":{}},{\"id\":\"model-note\",\"type\":\"callout\",\"data\":{\"variant\":\"note\",\"title\":\"The model used in this article\",\"body\":\"The Patch-State Validity Test and Game Advice Version Envelope below are practical Figure Rocks models. They are not formal industry standards. Their purpose is to make version-dependent game advice explicit and testable.\"},\"tunes\":{}},{\"id\":\"toc\",\"type\":\"tableOfContents\",\"data\":{\"title\":\"Contents\",\"minLevel\":2,\"maxLevel\":3},\"tunes\":{}},{\"id\":\"h-title\",\"type\":\"header\",\"data\":{\"text\":\"A game title is not a complete state description\",\"level\":2},\"tunes\":{}},{\"id\":\"p-title-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"When someone asks, “What is the best build in this game?” the title alone may be insufficient. Live games change. Single-player games receive balance patches. PC users can run public or beta branches. Regional services can expose different data. Console and PC updates may not always land under identical conditions.\"},\"tunes\":{}},{\"id\":\"p-title-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"Steamworks makes the underlying version problem explicit: a branch is a specific build of an application, the default branch is only one available version, and users can opt into other branches that replace the currently installed build. The phrase “I am playing the game on Steam” therefore does not uniquely identify the executable state.\"},\"tunes\":{}},{\"id\":\"p-title-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"Riot's developer documentation exposes the same issue from the data side. Data Dragon versions are patch-specific, and Riot warns that a data version is not always equivalent to the client version in every region. That means even official static game data can require version and region context.\"},\"tunes\":{}},{\"id\":\"h-envelope\",\"type\":\"header\",\"data\":{\"text\":\"The Game Advice Version Envelope\",\"level\":2},\"tunes\":{}},{\"id\":\"envelope-table\",\"type\":\"comparison\",\"data\":{\"title\":\"What defines the validity boundary of patch-sensitive advice?\",\"layout\":\"table\",\"columns\":[{\"id\":\"dimension\",\"label\":\"Dimension\"},{\"id\":\"question\",\"label\":\"What to identify\"},{\"id\":\"failure\",\"label\":\"What goes wrong if missing\"}],\"rows\":[{\"id\":\"game\",\"label\":\"Game\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"version\",\"label\":\"Version\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"platform\",\"label\":\"Platform\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"branch\",\"label\":\"Branch\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"region\",\"label\":\"Region\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"mode\",\"label\":\"Mode\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"live\",\"label\":\"Live state\",\"values\":[\"\",\"\",\"\"]}]},\"tunes\":{}},{\"id\":\"useful-question\",\"type\":\"callout\",\"data\":{\"variant\":\"success\",\"title\":\"The useful question\",\"body\":\"Do not ask only \u003Cstrong>“Is this answer correct?”\u003C\u002Fstrong> Ask \u003Cstrong>“For which game state is this answer correct?”\u003C\u002Fstrong>\"},\"tunes\":{}},{\"id\":\"h-sounds-right\",\"type\":\"header\",\"data\":{\"text\":\"Why old advice can still sound perfectly reasonable\",\"level\":2},\"tunes\":{}},{\"id\":\"p-sounds-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Version errors are difficult to detect because a patch rarely changes everything. Most of the surrounding game remains familiar. An old answer can therefore contain correct terminology, real mechanics and plausible numbers while being wrong on one changed interaction.\"},\"tunes\":{}},{\"id\":\"p-sounds-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"This produces a dangerous failure mode for AI assistants: semantic fluency survives version drift. The model may understand the game conceptually while applying a value, interaction or priority that belonged to an earlier patch.\"},\"tunes\":{}},{\"id\":\"p-sounds-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"The result feels more trustworthy than a completely nonsensical answer because 90 percent of it may still match the current game.\"},\"tunes\":{}},{\"id\":\"h-patch-notes\",\"type\":\"header\",\"data\":{\"text\":\"Patch notes are evidence of change, not a complete model of the current game\",\"level\":2},\"tunes\":{}},{\"id\":\"p-patch-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Patch notes tell you that something changed. They do not automatically provide a complete representation of every dependency affected by that change.\"},\"tunes\":{}},{\"id\":\"p-patch-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"A damage value can change the ranking of a build. An item-cost change can move a timing window. A cooldown change can alter an encounter strategy. A map change can invalidate pathing advice. The patch note may describe one line while the practical answer changes across several systems.\"},\"tunes\":{}},{\"id\":\"p-patch-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"That is why a patch-aware assistant should not merely retrieve the newest patch note and repeat it. It needs to determine whether the requested advice depends on any changed variable.\"},\"tunes\":{}},{\"id\":\"h-test\",\"type\":\"header\",\"data\":{\"text\":\"The Patch-State Validity Test\",\"level\":2},\"tunes\":{}},{\"id\":\"patch-test-flow\",\"type\":\"processFlow\",\"data\":{\"title\":\"Check whether game advice still applies\",\"orientation\":\"auto\",\"steps\":[{\"label\":\"1. Identify the requested outcome\",\"description\":\"Build choice, boss strategy, item interaction, route, farming method, settings or another concrete decision.\"},{\"label\":\"2. Identify the game-state variables the answer depends on\",\"description\":\"Stats, costs, map geometry, AI behavior, drop tables, matchmaking rules, cooldowns or other mechanics.\"},{\"label\":\"3. Resolve the player's version envelope\",\"description\":\"Patch\u002Fbuild, platform, branch, region, mode and live-service state where relevant.\"},{\"label\":\"4. Compare against authoritative current data\",\"description\":\"Use official patch notes, developer data, build information or the game's own state when available.\"},{\"label\":\"5. Look for changed dependencies\",\"description\":\"A patch does not need to mention the exact question to invalidate the answer; changing one dependency can be enough.\"},{\"label\":\"6. Mark uncertain state explicitly\",\"description\":\"If the current hotfix, regional rollout or test branch cannot be verified, say which assumption the answer uses.\"},{\"label\":\"7. Recompute the answer\",\"description\":\"Do not simply append “after patch X.” Re-evaluate the advice under the new variables.\"}]},\"tunes\":{}},{\"id\":\"h-builds\",\"type\":\"header\",\"data\":{\"text\":\"Build IDs and branches matter more than most guides acknowledge\",\"level\":2},\"tunes\":{}},{\"id\":\"p-builds-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Steamworks defines a build as a representation of the application's depots at a point in time. A new build can modify, remove or add files, and different branches can expose different builds to different users.\"},\"tunes\":{}},{\"id\":\"p-builds-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"For troubleshooting, this matters because two players can truthfully say they are playing the same Steam game while running different branches. If one opted into a beta, an answer verified against the default branch may not transfer.\"},\"tunes\":{}},{\"id\":\"p-builds-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"A good technical answer therefore asks for the branch or build when the symptom depends on version-sensitive behavior.\"},\"tunes\":{}},{\"id\":\"h-region\",\"type\":\"header\",\"data\":{\"text\":\"Region can be part of version state\",\"level\":2},\"tunes\":{}},{\"id\":\"p-region-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Riot's developer documentation is unusually explicit about regional version mismatch: a Data Dragon version is not always equivalent to the League of Legends client version in a region.\"},\"tunes\":{}},{\"id\":\"p-region-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"This is an important general lesson. “Latest data” and “the data actually deployed to this player” are not automatically the same thing.\"},\"tunes\":{}},{\"id\":\"p-region-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"For global live-service games, an assistant should therefore avoid assuming that one global version identifier captures every relevant deployment state.\"},\"tunes\":{}},{\"id\":\"h-live-state\",\"type\":\"header\",\"data\":{\"text\":\"Client patch is not always the complete live state\",\"level\":2},\"tunes\":{}},{\"id\":\"p-live-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Modern games can change behavior without replacing the entire local client. Server configuration, content rotations, matchmaking rules, event settings and hotfix mechanisms can all affect gameplay.\"},\"tunes\":{}},{\"id\":\"p-live-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"This creates two layers of truth: the installed build and the currently active service state. A version-aware assistant should know when its question depends on both.\"},\"tunes\":{}},{\"id\":\"live-warning\",\"type\":\"callout\",\"data\":{\"variant\":\"warning\",\"title\":\"Do not equate installed version with total game state\",\"body\":\"For live-service questions, the player can have the correct client build and still experience behavior determined by current server-side configuration.\"},\"tunes\":{}},{\"id\":\"h-stale\",\"type\":\"header\",\"data\":{\"text\":\"The five classes of stale game advice\",\"level\":2},\"tunes\":{}},{\"id\":\"stale-table\",\"type\":\"table\",\"data\":{\"withHeadings\":true,\"stretched\":false,\"content\":[[\"Stale-answer class\",\"Example\",\"Why it fails\"],[\"Numeric drift\",\"Old damage, cooldown, price, drop rate\",\"The recommendation was calculated from obsolete values\"],[\"Interaction drift\",\"Mechanics still exist but combine differently\",\"The rule changed while terminology stayed familiar\"],[\"Content drift\",\"Map, boss, item or quest moved\u002Fchanged\",\"Location or progression advice no longer matches\"],[\"Ruleset drift\",\"Ranked\u002Fevent\u002Fseasonal mode changed\",\"Advice is correct for the wrong mode\"],[\"Deployment drift\",\"Different region, platform or branch\",\"The answer targets a build the player is not running\"]]},\"tunes\":{}},{\"id\":\"h-should-answer\",\"type\":\"header\",\"data\":{\"text\":\"How an AI assistant should answer patch-sensitive questions\",\"level\":2},\"tunes\":{}},{\"id\":\"p-should-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"A strong answer should expose its state assumptions before giving a high-confidence recommendation.\"},\"tunes\":{}},{\"id\":\"weak-strong-table\",\"type\":\"comparison\",\"data\":{\"title\":\"Weak answer vs version-aware answer\",\"layout\":\"table\",\"columns\":[{\"id\":\"part\",\"label\":\"Part\"},{\"id\":\"weak\",\"label\":\"Weak answer\"},{\"id\":\"strong\",\"label\":\"Version-aware answer\"}],\"rows\":[{\"id\":\"scope\",\"label\":\"Scope\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"source\",\"label\":\"Source\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"dependency\",\"label\":\"Dependency\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"uncertainty\",\"label\":\"Uncertainty\",\"values\":[\"\",\"\",\"\"]}]},\"tunes\":{}},{\"id\":\"h-diagnostic\",\"type\":\"header\",\"data\":{\"text\":\"The Game-State Mismatch Diagnostic\",\"level\":2},\"tunes\":{}},{\"id\":\"p-diagnostic-intro\",\"type\":\"paragraph\",\"data\":{\"text\":\"When an AI answer disagrees with what you see in-game, do not start by assuming the model hallucinated the entire topic. First test for state mismatch.\"},\"tunes\":{}},{\"id\":\"mismatch-flow\",\"type\":\"processFlow\",\"data\":{\"title\":\"Why does the answer disagree with my game?\",\"orientation\":\"auto\",\"steps\":[{\"label\":\"1. Verify your exact version\",\"description\":\"Patch, build, branch, platform and game mode.\"},{\"label\":\"2. Check the date of the advice\",\"description\":\"Was it written before a relevant update?\"},{\"label\":\"3. Identify the disputed mechanic\",\"description\":\"Stat, item, map, quest, AI behavior, reward or system rule.\"},{\"label\":\"4. Check current first-party evidence\",\"description\":\"Patch note, official data endpoint, build state or current in-game description.\"},{\"label\":\"5. Test whether only one dependency changed\",\"description\":\"The rest of the answer may still be valid even if one changed variable breaks the conclusion.\"},{\"label\":\"6. Recalculate instead of merely correcting one sentence\",\"description\":\"A changed variable can alter the entire recommendation.\"}]},\"tunes\":{}},{\"id\":\"h-latest\",\"type\":\"header\",\"data\":{\"text\":\"Why “latest” is a dangerous word\",\"level\":2},\"tunes\":{}},{\"id\":\"p-latest-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"“Latest” sounds precise but often hides the actual timestamp and deployment context. Latest according to what source? Latest stable build? Latest beta? Latest region? Latest patch notes? Latest server hotfix?\"},\"tunes\":{}},{\"id\":\"p-latest-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"For game advice, a version identifier is better than a vague freshness claim. If a version cannot be resolved, the answer should be explicitly conditional.\"},\"tunes\":{}},{\"id\":\"h-retrieval\",\"type\":\"header\",\"data\":{\"text\":\"Version awareness is also a retrieval problem\",\"level\":2},\"tunes\":{}},{\"id\":\"p-retrieval-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"A search or RAG system can retrieve a highly relevant guide for the wrong patch. Semantic similarity does not guarantee temporal applicability.\"},\"tunes\":{}},{\"id\":\"p-retrieval-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"Patch-sensitive retrieval should therefore rank not only by topic relevance but also by version compatibility. A perfect explanation for patch 1.8 can be a worse source than a shorter official note for patch 2.1 if the player's question depends on a changed mechanic.\"},\"tunes\":{}},{\"id\":\"ref-reasoning\",\"type\":\"referralArticle\",\"data\":{\"url\":\"https:\u002F\u002Ffigure.rocks\u002Fde\u002Fblog\u002Fwhen-gaming-ai-sounds-right-but-isn-t-the-reasoning-problem-behind-game-assistants-and-agents\",\"title\":\"When Gaming AI Sounds Right but Isn't: The Reasoning Problem Behind Game Assistants and Agents\",\"excerpt\":\"Why fluent game advice can fail even when the language sounds convincing — and why reasoning quality must be separated from confident presentation.\",\"ctaLabel\":\"Read the gaming AI reasoning article\"},\"tunes\":{}},{\"id\":\"h-template\",\"type\":\"header\",\"data\":{\"text\":\"A simple version-aware answer template\",\"level\":2},\"tunes\":{}},{\"id\":\"template-callout\",\"type\":\"callout\",\"data\":{\"variant\":\"tip\",\"title\":\"Recommended answer structure\",\"body\":\"\u003Cstrong>State:\u003C\u002Fstrong> game + patch\u002Fbuild + platform\u002Fbranch + mode\u002Fregion if relevant.\u003Cbr>\u003Cstrong>Answer:\u003C\u002Fstrong> direct recommendation.\u003Cbr>\u003Cstrong>Why:\u003C\u002Fstrong> current variables that support it.\u003Cbr>\u003Cstrong>Changed since:\u003C\u002Fstrong> relevant older behavior that no longer applies.\u003Cbr>\u003Cstrong>Unverified:\u003C\u002Fstrong> any hotfix or live-service condition that could change the answer.\"},\"tunes\":{}},{\"id\":\"h-change\",\"type\":\"header\",\"data\":{\"text\":\"What would change this answer?\",\"level\":2},\"tunes\":{}},{\"id\":\"p-change-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"The framework becomes less necessary for games whose mechanics are effectively frozen and identical across platforms. It becomes more important as patch frequency, regional deployment, test branches and live-service tuning increase.\"},\"tunes\":{}},{\"id\":\"p-change-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"It would also change if games exposed machine-readable, authoritative live-state metadata that assistants could resolve automatically for the player's exact environment.\"},\"tunes\":{}},{\"id\":\"h-limitations\",\"type\":\"header\",\"data\":{\"text\":\"Limitations\",\"level\":2},\"tunes\":{}},{\"id\":\"p-limit-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Not every game exposes public version APIs, build identifiers, live configuration or complete patch information. Some state therefore remains difficult to verify externally.\"},\"tunes\":{}},{\"id\":\"p-limit-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"Official patch notes can also be incomplete as a model of emergent gameplay because changing one mechanic can alter strategies that were never explicitly described in the note. Version awareness improves validity; it does not eliminate the need for testing and reasoning.\"},\"tunes\":{}},{\"id\":\"h-conclusion\",\"type\":\"header\",\"data\":{\"text\":\"Conclusion\",\"level\":2},\"tunes\":{}},{\"id\":\"p-conclusion-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Outdated game advice is often not completely wrong. It is correct inside an expired version envelope.\"},\"tunes\":{}},{\"id\":\"p-conclusion-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"That is why patch-aware AI needs to resolve more than the game title. It needs the version, platform or branch, relevant region and mode, and any live state the answer depends on. Once those conditions are explicit, “the AI was wrong” becomes a much more useful diagnosis: which state did it answer for, and which state are you actually playing?\"},\"tunes\":{}},{\"id\":\"h-faq\",\"type\":\"header\",\"data\":{\"text\":\"FAQ\",\"level\":2},\"tunes\":{}},{\"id\":\"faq\",\"type\":\"faq\",\"data\":{\"title\":\"Patch-aware gaming AI\",\"items\":[{\"id\":\"faq1\",\"question\":\"Why does an AI give game advice that was correct before a patch?\",\"answer\":\"Because the model or retrieved source can preserve valid older knowledge while missing a changed stat, interaction, map, ruleset or deployment state. The answer can remain plausible even though its version assumptions expired.\"},{\"id\":\"faq2\",\"question\":\"Is the patch number enough to make game advice reliable?\",\"answer\":\"Not always. Platform, branch, region, game mode and server-side hotfixes can also matter.\"},{\"id\":\"faq3\",\"question\":\"Why can two players on the same game get different results?\",\"answer\":\"They may be running different builds, branches, platforms, regional deployments, modes or live-service configurations.\"},{\"id\":\"faq4\",\"question\":\"Are official patch notes enough for an AI assistant?\",\"answer\":\"They are authoritative evidence of documented changes, but the assistant still has to reason about how those changes affect the specific question.\"},{\"id\":\"faq5\",\"question\":\"What should I provide when asking AI for patch-sensitive game advice?\",\"answer\":\"Give the exact game, patch or build when known, platform, branch or test realm, region if relevant, game mode and the behavior you currently observe.\"}]},\"tunes\":{}},{\"id\":\"h-glossary\",\"type\":\"header\",\"data\":{\"text\":\"Glossary\",\"level\":2},\"tunes\":{}},{\"id\":\"glossary\",\"type\":\"glossary\",\"data\":{\"title\":\"Key version-state terms\",\"entries\":[{\"term\":\"Version envelope\",\"definition\":\"The set of game-state conditions under which a piece of advice remains applicable, including version, platform, branch, region, mode and live-service state where relevant.\",\"anchor\":\"version-envelope\"},{\"term\":\"Build\",\"definition\":\"A particular packaged state of game content distributed at a point in time.\",\"anchor\":\"build\"},{\"term\":\"Branch\",\"definition\":\"A specific release channel or build line, such as default, beta or test, that can expose a different application state.\",\"anchor\":\"branch\"},{\"term\":\"Version drift\",\"definition\":\"The mismatch that appears when advice, data or reasoning assumes an older or different game state than the player is currently using.\",\"anchor\":\"version-drift\"},{\"term\":\"Patch-State Validity Test\",\"definition\":\"A Figure Rocks method for checking whether game advice still applies by resolving the player's state and re-evaluating the dependencies affected by updates.\",\"anchor\":\"patch-state-validity-test\"}]},\"tunes\":{}},{\"id\":\"h-sources\",\"type\":\"header\",\"data\":{\"text\":\"Primary sources\",\"level\":2},\"tunes\":{}},{\"id\":\"src-steam-builds\",\"type\":\"linkTool\",\"data\":{\"link\":\"https:\u002F\u002Fpartner.steamgames.com\u002Fdoc\u002Fstore\u002Fapplication\u002Fbuilds\",\"meta\":{\"image\":{\"url\":\"\"},\"title\":\"Valve Steamworks — Builds\",\"description\":\"Official documentation defining builds as point-in-time representations of application content and explaining how live builds are distributed.\"}},\"tunes\":{}},{\"id\":\"src-steam-branches\",\"type\":\"linkTool\",\"data\":{\"link\":\"https:\u002F\u002Fpartner.steamgames.com\u002Fdoc\u002Fstore\u002Fapplication\u002Fbranches\",\"meta\":{\"image\":{\"url\":\"\"},\"title\":\"Valve Steamworks — Branches (Betas)\",\"description\":\"Official documentation showing that users can run specific public or private builds instead of the default branch.\"}},\"tunes\":{}},{\"id\":\"src-riot-lol\",\"type\":\"linkTool\",\"data\":{\"link\":\"https:\u002F\u002Fdeveloper.riotgames.com\u002Fdocs\u002Flol\",\"meta\":{\"image\":{\"url\":\"\"},\"title\":\"Riot Games Developer Portal — League of Legends\",\"description\":\"Official versioning guidance noting that Data Dragon versions are patch-specific and do not always equal the client version deployed in every region.\"}},\"tunes\":{}},{\"id\":\"src-epic-blackboard\",\"type\":\"linkTool\",\"data\":{\"link\":\"https:\u002F\u002Fdev.epicgames.com\u002Fdocumentation\u002Funreal-engine\u002Fbehavior-trees-in-unreal-engine\",\"meta\":{\"image\":{\"url\":\"\"},\"title\":\"Epic Games — Behavior Trees in Unreal Engine\",\"description\":\"Official documentation demonstrating how AI behavior depends on current Blackboard state rather than only static logic.\"}},\"tunes\":{}}],\"version\":\"2.31.6\"}",{"time":1131,"blocks":1132,"version":1561},1790370152730,[1133,1137,1142,1147,1151,1155,1159,1163,1167,1171,1201,1206,1210,1214,1218,1222,1226,1230,1234,1238,1242,1268,1272,1276,1280,1284,1288,1292,1296,1300,1304,1308,1312,1317,1321,1349,1353,1357,1380,1384,1388,1411,1415,1419,1423,1427,1431,1435,1441,1445,1450,1454,1458,1462,1466,1470,1474,1477,1481,1485,1488,1508,1512,1530,1534,1540,1547,1554],{"id":541,"data":1134,"type":544,"tunes":1136},{"text":1135},"A game assistant can give an answer that sounds technically correct and still be wrong for the game you are actually playing. The usual reason is not bad language or weak reasoning. It is version mismatch. The assistant may be answering for a different patch, platform build, region, beta branch, ruleset, or server-side state.",{},{"id":547,"data":1138,"type":552,"tunes":1141},{"body":1139,"title":1140,"variant":551},"\u003Cstrong>Patch-aware game advice needs more than the game title.\u003C\u002Fstrong> A reliable answer should identify the relevant game version, platform or branch, region when it matters, mode or ruleset, and the date or live-service state the advice assumes. If those conditions are missing, an answer can be internally correct and still fail in the player's actual game.","Direct answer",{},{"id":555,"data":1143,"type":552,"tunes":1146},{"body":1144,"title":1145,"variant":559},"The Patch-State Validity Test and Game Advice Version Envelope below are practical Figure Rocks models. They are not formal industry standards. Their purpose is to make version-dependent game advice explicit and testable.","The model used in this article",{},{"id":562,"data":1148,"type":566,"tunes":1150},{"title":1149,"maxLevel":565,"minLevel":47},"Contents",{},{"id":569,"data":1152,"type":572,"tunes":1154},{"text":1153,"level":47},"A game title is not a complete state description",{},{"id":575,"data":1156,"type":544,"tunes":1158},{"text":1157},"When someone asks, “What is the best build in this game?” the title alone may be insufficient. Live games change. Single-player games receive balance patches. PC users can run public or beta branches. Regional services can expose different data. Console and PC updates may not always land under identical conditions.",{},{"id":580,"data":1160,"type":544,"tunes":1162},{"text":1161},"Steamworks makes the underlying version problem explicit: a branch is a specific build of an application, the default branch is only one available version, and users can opt into other branches that replace the currently installed build. The phrase “I am playing the game on Steam” therefore does not uniquely identify the executable state.",{},{"id":585,"data":1164,"type":544,"tunes":1166},{"text":1165},"Riot's developer documentation exposes the same issue from the data side. Data Dragon versions are patch-specific, and Riot warns that a data version is not always equivalent to the client version in every region. That means even official static game data can require version and region context.",{},{"id":590,"data":1168,"type":572,"tunes":1170},{"text":1169,"level":47},"The Game Advice Version Envelope",{},{"id":595,"data":1172,"type":638,"tunes":1200},{"rows":1173,"title":1193,"layout":627,"columns":1194},[1174,1177,1179,1182,1185,1188,1190],{"id":599,"label":1175,"values":1176},"Game",[13,13,13],{"id":603,"label":604,"values":1178},[13,13,13],{"id":607,"label":1180,"values":1181},"Platform",[13,13,13],{"id":611,"label":1183,"values":1184},"Branch",[13,13,13],{"id":615,"label":1186,"values":1187},"Region",[13,13,13],{"id":619,"label":620,"values":1189},[13,13,13],{"id":623,"label":1191,"values":1192},"Live state",[13,13,13],"What defines the validity boundary of patch-sensitive advice?",[1195,1196,1198],{"id":630,"label":631},{"id":633,"label":1197},"What to identify",{"id":636,"label":1199},"What goes wrong if missing",{},{"id":641,"data":1202,"type":552,"tunes":1205},{"body":1203,"title":1204,"variant":645},"Do not ask only \u003Cstrong>“Is this answer correct?”\u003C\u002Fstrong> Ask \u003Cstrong>“For which game state is this answer correct?”\u003C\u002Fstrong>","The useful question",{},{"id":648,"data":1207,"type":572,"tunes":1209},{"text":1208,"level":47},"Why old advice can still sound perfectly reasonable",{},{"id":653,"data":1211,"type":544,"tunes":1213},{"text":1212},"Version errors are difficult to detect because a patch rarely changes everything. Most of the surrounding game remains familiar. An old answer can therefore contain correct terminology, real mechanics and plausible numbers while being wrong on one changed interaction.",{},{"id":658,"data":1215,"type":544,"tunes":1217},{"text":1216},"This produces a dangerous failure mode for AI assistants: semantic fluency survives version drift. The model may understand the game conceptually while applying a value, interaction or priority that belonged to an earlier patch.",{},{"id":663,"data":1219,"type":544,"tunes":1221},{"text":1220},"The result feels more trustworthy than a completely nonsensical answer because 90 percent of it may still match the current game.",{},{"id":668,"data":1223,"type":572,"tunes":1225},{"text":1224,"level":47},"Patch notes are evidence of change, not a complete model of the current game",{},{"id":673,"data":1227,"type":544,"tunes":1229},{"text":1228},"Patch notes tell you that something changed. They do not automatically provide a complete representation of every dependency affected by that change.",{},{"id":678,"data":1231,"type":544,"tunes":1233},{"text":1232},"A damage value can change the ranking of a build. An item-cost change can move a timing window. A cooldown change can alter an encounter strategy. A map change can invalidate pathing advice. The patch note may describe one line while the practical answer changes across several systems.",{},{"id":683,"data":1235,"type":544,"tunes":1237},{"text":1236},"That is why a patch-aware assistant should not merely retrieve the newest patch note and repeat it. It needs to determine whether the requested advice depends on any changed variable.",{},{"id":688,"data":1239,"type":572,"tunes":1241},{"text":1240,"level":47},"The Patch-State Validity Test",{},{"id":693,"data":1243,"type":719,"tunes":1267},{"steps":1244,"title":1266,"orientation":718},[1245,1248,1251,1254,1257,1260,1263],{"label":1246,"description":1247},"1. Identify the requested outcome","Build choice, boss strategy, item interaction, route, farming method, settings or another concrete decision.",{"label":1249,"description":1250},"2. Identify the game-state variables the answer depends on","Stats, costs, map geometry, AI behavior, drop tables, matchmaking rules, cooldowns or other mechanics.",{"label":1252,"description":1253},"3. Resolve the player's version envelope","Patch\u002Fbuild, platform, branch, region, mode and live-service state where relevant.",{"label":1255,"description":1256},"4. Compare against authoritative current data","Use official patch notes, developer data, build information or the game's own state when available.",{"label":1258,"description":1259},"5. Look for changed dependencies","A patch does not need to mention the exact question to invalidate the answer; changing one dependency can be enough.",{"label":1261,"description":1262},"6. Mark uncertain state explicitly","If the current hotfix, regional rollout or test branch cannot be verified, say which assumption the answer uses.",{"label":1264,"description":1265},"7. Recompute the answer","Do not simply append “after patch X.” Re-evaluate the advice under the new variables.","Check whether game advice still applies",{},{"id":722,"data":1269,"type":572,"tunes":1271},{"text":1270,"level":47},"Build IDs and branches matter more than most guides acknowledge",{},{"id":727,"data":1273,"type":544,"tunes":1275},{"text":1274},"Steamworks defines a build as a representation of the application's depots at a point in time. A new build can modify, remove or add files, and different branches can expose different builds to different users.",{},{"id":732,"data":1277,"type":544,"tunes":1279},{"text":1278},"For troubleshooting, this matters because two players can truthfully say they are playing the same Steam game while running different branches. If one opted into a beta, an answer verified against the default branch may not transfer.",{},{"id":737,"data":1281,"type":544,"tunes":1283},{"text":1282},"A good technical answer therefore asks for the branch or build when the symptom depends on version-sensitive behavior.",{},{"id":742,"data":1285,"type":572,"tunes":1287},{"text":1286,"level":47},"Region can be part of version state",{},{"id":747,"data":1289,"type":544,"tunes":1291},{"text":1290},"Riot's developer documentation is unusually explicit about regional version mismatch: a Data Dragon version is not always equivalent to the League of Legends client version in a region.",{},{"id":752,"data":1293,"type":544,"tunes":1295},{"text":1294},"This is an important general lesson. “Latest data” and “the data actually deployed to this player” are not automatically the same thing.",{},{"id":757,"data":1297,"type":544,"tunes":1299},{"text":1298},"For global live-service games, an assistant should therefore avoid assuming that one global version identifier captures every relevant deployment state.",{},{"id":762,"data":1301,"type":572,"tunes":1303},{"text":1302,"level":47},"Client patch is not always the complete live state",{},{"id":767,"data":1305,"type":544,"tunes":1307},{"text":1306},"Modern games can change behavior without replacing the entire local client. Server configuration, content rotations, matchmaking rules, event settings and hotfix mechanisms can all affect gameplay.",{},{"id":772,"data":1309,"type":544,"tunes":1311},{"text":1310},"This creates two layers of truth: the installed build and the currently active service state. A version-aware assistant should know when its question depends on both.",{},{"id":777,"data":1313,"type":552,"tunes":1316},{"body":1314,"title":1315,"variant":781},"For live-service questions, the player can have the correct client build and still experience behavior determined by current server-side configuration.","Do not equate installed version with total game state",{},{"id":784,"data":1318,"type":572,"tunes":1320},{"text":1319,"level":47},"The five classes of stale game advice",{},{"id":789,"data":1322,"type":627,"tunes":1348},{"content":1323,"stretched":816,"withHeadings":15},[1324,1328,1332,1336,1340,1344],[1325,1326,1327],"Stale-answer class","Example","Why it fails",[1329,1330,1331],"Numeric drift","Old damage, cooldown, price, drop rate","The recommendation was calculated from obsolete values",[1333,1334,1335],"Interaction drift","Mechanics still exist but combine differently","The rule changed while terminology stayed familiar",[1337,1338,1339],"Content drift","Map, boss, item or quest moved\u002Fchanged","Location or progression advice no longer matches",[1341,1342,1343],"Ruleset drift","Ranked\u002Fevent\u002Fseasonal mode changed","Advice is correct for the wrong mode",[1345,1346,1347],"Deployment drift","Different region, platform or branch","The answer targets a build the player is not running",{},{"id":819,"data":1350,"type":572,"tunes":1352},{"text":1351,"level":47},"How an AI assistant should answer patch-sensitive questions",{},{"id":824,"data":1354,"type":544,"tunes":1356},{"text":1355},"A strong answer should expose its state assumptions before giving a high-confidence recommendation.",{},{"id":829,"data":1358,"type":638,"tunes":1379},{"rows":1359,"title":1371,"layout":627,"columns":1372},[1360,1363,1365,1368],{"id":833,"label":1361,"values":1362},"Scope",[13,13,13],{"id":837,"label":838,"values":1364},[13,13,13],{"id":841,"label":1366,"values":1367},"Dependency",[13,13,13],{"id":845,"label":1369,"values":1370},"Uncertainty",[13,13,13],"Weak answer vs version-aware answer",[1373,1375,1377],{"id":851,"label":1374},"Part",{"id":854,"label":1376},"Weak answer",{"id":857,"label":1378},"Version-aware answer",{},{"id":861,"data":1381,"type":572,"tunes":1383},{"text":1382,"level":47},"The Game-State Mismatch Diagnostic",{},{"id":866,"data":1385,"type":544,"tunes":1387},{"text":1386},"When an AI answer disagrees with what you see in-game, do not start by assuming the model hallucinated the entire topic. First test for state mismatch.",{},{"id":871,"data":1389,"type":719,"tunes":1410},{"steps":1390,"title":1409,"orientation":718},[1391,1394,1397,1400,1403,1406],{"label":1392,"description":1393},"1. Verify your exact version","Patch, build, branch, platform and game mode.",{"label":1395,"description":1396},"2. Check the date of the advice","Was it written before a relevant update?",{"label":1398,"description":1399},"3. Identify the disputed mechanic","Stat, item, map, quest, AI behavior, reward or system rule.",{"label":1401,"description":1402},"4. Check current first-party evidence","Patch note, official data endpoint, build state or current in-game description.",{"label":1404,"description":1405},"5. Test whether only one dependency changed","The rest of the answer may still be valid even if one changed variable breaks the conclusion.",{"label":1407,"description":1408},"6. Recalculate instead of merely correcting one sentence","A changed variable can alter the entire recommendation.","Why does the answer disagree with my game?",{},{"id":895,"data":1412,"type":572,"tunes":1414},{"text":1413,"level":47},"Why “latest” is a dangerous word",{},{"id":900,"data":1416,"type":544,"tunes":1418},{"text":1417},"“Latest” sounds precise but often hides the actual timestamp and deployment context. Latest according to what source? Latest stable build? Latest beta? Latest region? Latest patch notes? Latest server hotfix?",{},{"id":905,"data":1420,"type":544,"tunes":1422},{"text":1421},"For game advice, a version identifier is better than a vague freshness claim. If a version cannot be resolved, the answer should be explicitly conditional.",{},{"id":910,"data":1424,"type":572,"tunes":1426},{"text":1425,"level":47},"Version awareness is also a retrieval problem",{},{"id":915,"data":1428,"type":544,"tunes":1430},{"text":1429},"A search or RAG system can retrieve a highly relevant guide for the wrong patch. Semantic similarity does not guarantee temporal applicability.",{},{"id":920,"data":1432,"type":544,"tunes":1434},{"text":1433},"Patch-sensitive retrieval should therefore rank not only by topic relevance but also by version compatibility. A perfect explanation for patch 1.8 can be a worse source than a shorter official note for patch 2.1 if the player's question depends on a changed mechanic.",{},{"id":925,"data":1436,"type":931,"tunes":1440},{"url":927,"title":1437,"excerpt":1438,"ctaLabel":1439},"When Gaming AI Sounds Right but Isn't: The Reasoning Problem Behind Game Assistants and Agents","Why fluent game advice can fail even when the language sounds convincing — and why reasoning quality must be separated from confident presentation.","Read the gaming AI reasoning article",{},{"id":934,"data":1442,"type":572,"tunes":1444},{"text":1443,"level":47},"A simple version-aware answer template",{},{"id":939,"data":1446,"type":552,"tunes":1449},{"body":1447,"title":1448,"variant":943},"\u003Cstrong>State:\u003C\u002Fstrong> game + patch\u002Fbuild + platform\u002Fbranch + mode\u002Fregion if relevant.\u003Cbr>\u003Cstrong>Answer:\u003C\u002Fstrong> direct recommendation.\u003Cbr>\u003Cstrong>Why:\u003C\u002Fstrong> current variables that support it.\u003Cbr>\u003Cstrong>Changed since:\u003C\u002Fstrong> relevant older behavior that no longer applies.\u003Cbr>\u003Cstrong>Unverified:\u003C\u002Fstrong> any hotfix or live-service condition that could change the answer.","Recommended answer structure",{},{"id":946,"data":1451,"type":572,"tunes":1453},{"text":1452,"level":47},"What would change this answer?",{},{"id":951,"data":1455,"type":544,"tunes":1457},{"text":1456},"The framework becomes less necessary for games whose mechanics are effectively frozen and identical across platforms. It becomes more important as patch frequency, regional deployment, test branches and live-service tuning increase.",{},{"id":956,"data":1459,"type":544,"tunes":1461},{"text":1460},"It would also change if games exposed machine-readable, authoritative live-state metadata that assistants could resolve automatically for the player's exact environment.",{},{"id":961,"data":1463,"type":572,"tunes":1465},{"text":1464,"level":47},"Limitations",{},{"id":966,"data":1467,"type":544,"tunes":1469},{"text":1468},"Not every game exposes public version APIs, build identifiers, live configuration or complete patch information. Some state therefore remains difficult to verify externally.",{},{"id":971,"data":1471,"type":544,"tunes":1473},{"text":1472},"Official patch notes can also be incomplete as a model of emergent gameplay because changing one mechanic can alter strategies that were never explicitly described in the note. Version awareness improves validity; it does not eliminate the need for testing and reasoning.",{},{"id":976,"data":1475,"type":572,"tunes":1476},{"text":978,"level":47},{},{"id":981,"data":1478,"type":544,"tunes":1480},{"text":1479},"Outdated game advice is often not completely wrong. It is correct inside an expired version envelope.",{},{"id":986,"data":1482,"type":544,"tunes":1484},{"text":1483},"That is why patch-aware AI needs to resolve more than the game title. It needs the version, platform or branch, relevant region and mode, and any live state the answer depends on. Once those conditions are explicit, “the AI was wrong” becomes a much more useful diagnosis: which state did it answer for, and which state are you actually playing?",{},{"id":991,"data":1486,"type":572,"tunes":1487},{"text":993,"level":47},{},{"id":996,"data":1489,"type":996,"tunes":1507},{"items":1490,"title":1506},[1491,1494,1497,1500,1503],{"id":1000,"answer":1492,"question":1493},"Because the model or retrieved source can preserve valid older knowledge while missing a changed stat, interaction, map, ruleset or deployment state. The answer can remain plausible even though its version assumptions expired.","Why does an AI give game advice that was correct before a patch?",{"id":1004,"answer":1495,"question":1496},"Not always. Platform, branch, region, game mode and server-side hotfixes can also matter.","Is the patch number enough to make game advice reliable?",{"id":1008,"answer":1498,"question":1499},"They may be running different builds, branches, platforms, regional deployments, modes or live-service configurations.","Why can two players on the same game get different results?",{"id":1012,"answer":1501,"question":1502},"They are authoritative evidence of documented changes, but the assistant still has to reason about how those changes affect the specific question.","Are official patch notes enough for an AI assistant?",{"id":1016,"answer":1504,"question":1505},"Give the exact game, patch or build when known, platform, branch or test realm, region if relevant, game mode and the behavior you currently observe.","What should I provide when asking AI for patch-sensitive game advice?","Patch-aware gaming AI",{},{"id":1022,"data":1509,"type":572,"tunes":1511},{"text":1510,"level":47},"Glossary",{},{"id":1027,"data":1513,"type":1027,"tunes":1529},{"title":1514,"entries":1515},"Key version-state terms",[1516,1519,1521,1523,1526],{"term":1517,"anchor":1033,"definition":1518},"Version envelope","The set of game-state conditions under which a piece of advice remains applicable, including version, platform, branch, region, mode and live-service state where relevant.",{"term":1036,"anchor":1037,"definition":1520},"A particular packaged state of game content distributed at a point in time.",{"term":1183,"anchor":611,"definition":1522},"A specific release channel or build line, such as default, beta or test, that can expose a different application state.",{"term":1524,"anchor":1043,"definition":1525},"Version drift","The mismatch that appears when advice, data or reasoning assumes an older or different game state than the player is currently using.",{"term":1527,"anchor":1047,"definition":1528},"Patch-State Validity Test","A Figure Rocks method for checking whether game advice still applies by resolving the player's state and re-evaluating the dependencies affected by updates.",{},{"id":1051,"data":1531,"type":572,"tunes":1533},{"text":1532,"level":47},"Primary sources",{},{"id":1056,"data":1535,"type":1063,"tunes":1539},{"link":1058,"meta":1536},{"image":1537,"title":1061,"description":1538},{"url":13},"Official documentation defining builds as point-in-time representations of application content and explaining how live builds are distributed.",{},{"id":1066,"data":1541,"type":1063,"tunes":1546},{"link":1068,"meta":1542},{"image":1543,"title":1544,"description":1545},{"url":13},"Valve Steamworks — Branches (Betas)","Official documentation showing that users can run specific public or private builds instead of the default branch.",{},{"id":1075,"data":1548,"type":1063,"tunes":1553},{"link":1077,"meta":1549},{"image":1550,"title":1551,"description":1552},{"url":13},"Riot Games Developer Portal — League of Legends","Official versioning guidance noting that Data Dragon versions are patch-specific and do not always equal the client version deployed in every region.",{},{"id":1084,"data":1555,"type":1063,"tunes":1560},{"link":1086,"meta":1556},{"image":1557,"title":1558,"description":1559},{"url":13},"Epic Games — Behavior Trees in Unreal Engine","Official documentation demonstrating how AI behavior depends on current Blackboard state rather than only static logic.",{},"2.31.6","A gaming AI can give an answer that sounds completely correct and still be wrong for the game you are actually playing. 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Utilisez ce test d'isolation pour le prouver rapidement et ne gardez que les outils qui restent stables.","2026-02-20T16:00:00.000Z",{"id":1854,"slug":1855,"title":1856,"excerpt":1857,"featuredImage":14,"publishedAt":1858},"136","background-load-the-hidden-cause-of-bad-feel-cpu-updates-overlays","Charge en arrière-plan : la cause cachée du mauvais ressenti (CPU, mises à jour, overlays)","La mauvaise sensation est souvent due à la charge en arrière-plan : pics de CPU, téléchargements, superpositions et mises à jour. Stabilisez la charge et vos contrôles deviennent constants.","2026-02-20T11:30:00.000Z","fallback",[],[]]