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La razón habitual no es un lenguaje deficiente ni un razonamiento débil. Es un desajuste de versión. El asistente puede estar respondiendo para un parche, una compilación de plataforma, una región, una rama beta, un conjunto de reglas o un estado del servidor diferentes.\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\">Respuesta directa\u003C\u002Fstrong>\u003Cdiv class=\"text-gray-700 dark:text-gray-200\">&lt;strong&gt;El asesoramiento de juegos consciente de los parches necesita más que el título del juego.&lt;\u002Fstrong&gt; Una respuesta fiable debería identificar la versión relevante del juego, la plataforma o rama, la región cuando sea importante, el modo o conjunto de reglas, y la fecha o el estado del servicio en vivo que asume el consejo. Si faltan esas condiciones, una respuesta puede ser internamente correcta y aun así fallar en el juego real del jugador.\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\">El modelo utilizado en este artículo\u003C\u002Fstrong>\u003Cdiv class=\"text-gray-700 dark:text-gray-200\">La Prueba de Validez del Estado del Parche y el Envoltorio de Versión del Consejo de Juego que aparecen a continuación son modelos prácticos de Figure Rocks. No son estándares formales de la industria. Su propósito es hacer explícito y comprobable el asesoramiento de juegos dependiente de la versión.\u003C\u002Fdiv>\u003C\u002Faside>\n\u003Cnav class=\"editorjs-toc\" data-editorjs-toc=\"true\" aria-label=\"Contenido\">\u003Cstrong class=\"editorjs-toc__title\">Contenido\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 título de juego no es una descripción completa del estado\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-9\" class=\"editorjs-toc__link\">El Envoltorio de Versión del Consejo de Juego\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-12\" class=\"editorjs-toc__link\">Por qué los consejos antiguos todavía pueden sonar perfectamente razonables\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-16\" class=\"editorjs-toc__link\">Las notas del parche son evidencia de cambio, no un modelo completo del juego actual\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-20\" class=\"editorjs-toc__link\">La prueba de validez del estado del parche\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-22\" class=\"editorjs-toc__link\">Los IDs de build y las ramas importan más de lo que reconocen la mayoría de las guías\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-26\" class=\"editorjs-toc__link\">La región puede formar parte del estado de la versión\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-30\" class=\"editorjs-toc__link\">El parche del cliente no siempre es el estado en vivo completo\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-34\" class=\"editorjs-toc__link\">Las cinco clases de consejos de juego obsoletos\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-36\" class=\"editorjs-toc__link\">Cómo debería responder un asistente de IA a preguntas sensibles a los parches\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-39\" class=\"editorjs-toc__link\">El diagnóstico de desajuste del estado del juego\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-42\" class=\"editorjs-toc__link\">Por qué &quot;última&quot; es una palabra peligrosa\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-45\" class=\"editorjs-toc__link\">La conciencia de versión también es un problema de recuperación\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-49\" class=\"editorjs-toc__link\">Una plantilla sencilla de respuesta consciente de la versión\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-51\" class=\"editorjs-toc__link\">¿Qué cambiaría esta respuesta?\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-54\" class=\"editorjs-toc__link\">Limitaciones\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-57\" class=\"editorjs-toc__link\">Conclusión\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-60\" class=\"editorjs-toc__link\">Preguntas frecuentes\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-62\" class=\"editorjs-toc__link\">Glosario\u003C\u002Fa>\u003C\u002Fli>\u003Cli class=\"editorjs-toc__item\">\u003Ca href=\"#section-64\" class=\"editorjs-toc__link\">Fuentes primarias\u003C\u002Fa>\u003C\u002Fli>\u003C\u002Fol>\u003C\u002Fnav>\n\u003Ch2 id=\"section-5\">Un título de juego no es una descripción completa del estado\u003C\u002Fh2>\n\u003Cp>Cuando alguien pregunta: «¿Cuál es la mejor build en este juego?», el título por sí solo puede ser insuficiente. Los juegos en vivo cambian. Los juegos para un solo jugador reciben parches de equilibrio. Los usuarios de PC pueden ejecutar ramas públicas o beta. Los servicios regionales pueden exponer datos diferentes. Las actualizaciones de consola y PC no siempre llegan en condiciones idénticas.\u003C\u002Fp>\n\u003Cp>Steamworks hace explícito el problema subyacente de las versiones: una rama es una compilación específica de una aplicación, la rama predeterminada es solo una versión disponible, y los usuarios pueden optar por otras ramas que reemplazan la compilación instalada actualmente. Por lo tanto, la frase «estoy jugando al juego en Steam» no identifica de forma única el estado del ejecutable.\u003C\u002Fp>\n\u003Cp>La documentación para desarrolladores de Riot expone el mismo problema desde el lado de los datos. Las versiones de Data Dragon son específicas de cada parche, y Riot advierte que una versión de datos no siempre equivale a la versión del cliente en todas las regiones. Eso significa que incluso los datos estáticos oficiales del juego pueden requerir contexto de versión y región.\u003C\u002Fp>\n\u003Ch2 id=\"section-9\">El Envoltorio de Versión del Consejo de Juego\u003C\u002Fh2>\n\u003Csection class=\"editorjs-comparison my-6\">\u003Ch3 class=\"mb-3 text-lg font-semibold\">¿Qué define el límite de validez de un consejo sensible a los parches?\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\">Dimensión\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\">Qué identificar\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\">Qué falla si falta\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\">Juego\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\">Versión\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\">Plataforma\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\">Rama\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\">Región\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\">Modo\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\">Estado en vivo\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 pregunta útil\u003C\u002Fstrong>\u003Cdiv class=\"text-gray-700 dark:text-gray-200\">No preguntes solo &lt;strong&gt;«¿Es correcta esta respuesta?»&lt;\u002Fstrong&gt; Pregunta &lt;strong&gt;«¿Para qué estado del juego es correcta esta respuesta?»&lt;\u002Fstrong&gt;\u003C\u002Fdiv>\u003C\u002Faside>\n\u003Ch2 id=\"section-12\">Por qué los consejos antiguos todavía pueden sonar perfectamente razonables\u003C\u002Fh2>\n\u003Cp>Los errores de versión son difíciles de detectar porque un parche rara vez cambia todo. La mayor parte del juego que lo rodea sigue siendo familiar. Por lo tanto, una respuesta antigua puede contener terminología correcta, mecánicas reales y cifras plausibles mientras se equivoca en una interacción que cambió.\u003C\u002Fp>\n\u003Cp>Esto produce un modo de fallo peligroso para los asistentes de IA: la fluidez semántica sobrevive a la deriva de versiones. El modelo puede entender el juego conceptualmente mientras aplica un valor, una interacción o una prioridad que pertenecían a un parche anterior.\u003C\u002Fp>\n\u003Cp>El resultado se siente más fiable que una respuesta completamente absurda porque el 90 por ciento de ella puede seguir coincidiendo con el juego actual.\u003C\u002Fp>\n\u003Ch2 id=\"section-16\">Las notas del parche son evidencia de cambio, no un modelo completo del juego actual\u003C\u002Fh2>\n\u003Cp>Las notas del parche te dicen que algo cambió. No proporcionan automáticamente una representación completa de todas las dependencias afectadas por ese cambio.\u003C\u002Fp>\n\u003Cp>Un valor de daño puede cambiar la clasificación de una build. Un cambio en el coste de un objeto puede mover una ventana de tiempo. Un cambio en el enfriamiento puede alterar la estrategia de un encuentro. Un cambio en el mapa puede invalidar el consejo de rutas. La nota del parche puede describir una línea mientras la respuesta práctica cambia en varios sistemas.\u003C\u002Fp>\n\u003Cp>Por eso, un asistente consciente de los parches no debería limitarse a recuperar la nota de parche más reciente y repetirla. Necesita determinar si el consejo solicitado depende de alguna variable que haya cambiado.\u003C\u002Fp>\n\u003Ch2 id=\"section-20\">La prueba de validez del estado del parche\u003C\u002Fh2>\n\u003Csection class=\"editorjs-process my-6\">\u003Ch3 class=\"mb-3 text-lg font-semibold\">Comprobar si el consejo de juego sigue siendo aplicable\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. Identificar el resultado solicitado\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Elección de build, estrategia contra un jefe, interacción de objetos, ruta, método de farmeo, ajustes u otra decisión concreta.\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. Identificar las variables del estado del juego de las que depende la respuesta\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Estadísticas, costes, geometría del mapa, comportamiento de la IA, tablas de botín, reglas de emparejamiento, tiempos de reutilización u otras mecánicas.\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. Resolver el envelope de versión del jugador\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Parche\u002Fbuild, plataforma, rama, región, modo y estado de servicio en vivo cuando sea relevante.\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. Comparar con datos actuales autorizados\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Usar notas de parche oficiales, datos del desarrollador, información de la build o el propio estado del juego cuando esté 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. Buscar dependencias modificadas\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Un parche no necesita mencionar la pregunta exacta para invalidar la respuesta; cambiar una sola dependencia puede ser suficiente.\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. Marcar explícitamente el estado incierto\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Si no se puede verificar el hotfix actual, el despliegue regional o la rama de prueba, indicar qué suposición utiliza la respuesta.\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. Recalcular la respuesta\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">No basta con añadir «después del parche X». Reevaluar el consejo bajo las nuevas variables.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003C\u002Fdiv>\u003C\u002Fsection>\n\u003Ch2 id=\"section-22\">Los IDs de build y las ramas importan más de lo que reconocen la mayoría de las guías\u003C\u002Fh2>\n\u003Cp>Steamworks define una build como una representación de los depósitos de la aplicación en un momento dado. Una nueva build puede modificar, eliminar o añadir archivos, y distintas ramas pueden exponer builds diferentes a distintos usuarios.\u003C\u002Fp>\n\u003Cp>Para la resolución de problemas, esto importa porque dos jugadores pueden decir con razón que están jugando al mismo juego de Steam mientras ejecutan ramas diferentes. Si uno se apuntó a una beta, una respuesta verificada con la rama predeterminada puede no ser aplicable.\u003C\u002Fp>\n\u003Cp>Por lo tanto, una buena respuesta técnica pregunta por la rama o la build cuando el síntoma depende de un comportamiento sensible a la versión.\u003C\u002Fp>\n\u003Ch2 id=\"section-26\">La región puede formar parte del estado de la versión\u003C\u002Fh2>\n\u003Cp>La documentación para desarrolladores de Riot es inusualmente explícita sobre el desajuste de versiones regional: una versión de Data Dragon no siempre equivale a la versión del cliente de League of Legends en una región.\u003C\u002Fp>\n\u003Cp>Esta es una lección general importante. «Los datos más recientes» y «los datos realmente desplegados para este jugador» no son automáticamente lo mismo.\u003C\u002Fp>\n\u003Cp>Por lo tanto, para los juegos de servicio en vivo globales, un asistente debería evitar asumir que un único identificador de versión global captura todos los estados de despliegue relevantes.\u003C\u002Fp>\n\u003Ch2 id=\"section-30\">El parche del cliente no siempre es el estado en vivo completo\u003C\u002Fh2>\n\u003Cp>Los juegos modernos pueden cambiar su comportamiento sin reemplazar todo el cliente local. La configuración del servidor, las rotaciones de contenido, las reglas de emparejamiento, los ajustes de eventos y los mecanismos de hotfix pueden afectar a la jugabilidad.\u003C\u002Fp>\n\u003Cp>Esto crea dos capas de verdad: la build instalada y el estado del servicio actualmente activo. Un asistente consciente de la versión debería saber cuándo su pregunta depende de ambas.\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\">No equiparar la versión instalada con el estado total del juego\u003C\u002Fstrong>\u003Cdiv class=\"text-gray-700 dark:text-gray-200\">Para preguntas sobre servicios en vivo, el jugador puede tener la build correcta del cliente y aun así experimentar un comportamiento determinado por la configuración actual del lado del servidor.\u003C\u002Fdiv>\u003C\u002Faside>\n\u003Ch2 id=\"section-34\">Las cinco clases de consejos de juego obsoletos\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\">Clase de respuesta obsoleta\u003C\u002Fth>\u003Cth class=\"border border-gray-300 px-4 py-2 text-left font-semibold\">Ejemplo\u003C\u002Fth>\u003Cth class=\"border border-gray-300 px-4 py-2 text-left font-semibold\">Por qué falla\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Deriva numérica\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Daño, tiempo de reutilización, precio o tasa de botín antiguos\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">La recomendación se calculó con valores obsoletos\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Deriva de interacción\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Las mecánicas siguen existiendo pero se combinan de forma diferente\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">La regla cambió mientras la terminología seguía resultando familiar\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Deriva de contenido\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Mapa, jefe, objeto o misión movidos\u002Fcambiados\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">El consejo de ubicación o progresión ya no coincide\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Deriva del conjunto de reglas\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Modo clasificatorio\u002Fevento\u002Ftemporada cambiado\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">El consejo es correcto para el modo equivocado\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Deriva de despliegue\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">Región, plataforma o rama diferentes\u003C\u002Ftd>\u003Ctd class=\"border border-gray-300 px-4 py-2\">La respuesta apunta a una build que el jugador no está ejecutando\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003C\u002Fdiv>\n\u003Ch2 id=\"section-36\">Cómo debería responder un asistente de IA a preguntas sensibles a los parches\u003C\u002Fh2>\n\u003Cp>Una respuesta sólida debería exponer sus suposiciones de estado antes de dar una recomendación de alta confianza.\u003C\u002Fp>\n\u003Csection class=\"editorjs-comparison my-6\">\u003Ch3 class=\"mb-3 text-lg font-semibold\">Respuesta débil vs respuesta consciente de la versión\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\">Parte\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\">Respuesta débil\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\">Respuesta consciente de la versión\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\">Alcance\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\">Fuente\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\">Dependencia\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\">Incertidumbre\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\">El diagnóstico de desajuste del estado del juego\u003C\u002Fh2>\n\u003Cp>Cuando una respuesta de IA no coincide con lo que ves en el juego, no empieces asumiendo que el modelo alucinó todo el tema. Primero comprueba si hay un desajuste de estado.\u003C\u002Fp>\n\u003Csection class=\"editorjs-process my-6\">\u003Ch3 class=\"mb-3 text-lg font-semibold\">¿Por qué la respuesta no coincide con mi juego?\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. Verifica tu versión exacta\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Parche, compilación, rama, plataforma y modo de juego.\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. Comprueba la fecha del consejo\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">¿Se escribió antes de una actualización relevante?\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. Identifica la mecánica en disputa\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Estadística, objeto, mapa, misión, comportamiento de la IA, recompensa o regla del sistema.\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. Consulta la evidencia actual de primera mano\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Nota del parche, punto de acceso de datos oficial, estado de la compilación o descripción actual en el juego.\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. Comprueba si solo cambió una dependencia\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">El resto de la respuesta puede seguir siendo válido aunque una variable modificada invalide la conclusión.\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. Recalcula en lugar de limitarte a corregir una frase\u003C\u002Fdiv>\u003Cdiv class=\"mt-1 text-sm text-gray-600 dark:text-gray-300\">Una variable modificada puede alterar toda la recomendación.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003C\u002Fdiv>\u003C\u002Fsection>\n\u003Ch2 id=\"section-42\">Por qué \"última\" es una palabra peligrosa\u003C\u002Fh2>\n\u003Cp>\"Última\" suena precisa, pero a menudo oculta la marca temporal real y el contexto de despliegue. ¿Última según qué fuente? ¿Última compilación estable? ¿Última beta? ¿Última región? ¿Últimas notas del parche? ¿Último hotfix del servidor?\u003C\u002Fp>\n\u003Cp>Para los consejos de juegos, un identificador de versión es mejor que una afirmación vaga de actualidad. Si no se puede resolver una versión, la respuesta debería ser explícitamente condicional.\u003C\u002Fp>\n\u003Ch2 id=\"section-45\">La conciencia de versión también es un problema de recuperación\u003C\u002Fh2>\n\u003Cp>Un sistema de búsqueda o RAG puede recuperar una guía muy relevante para el parche equivocado. La similitud semántica no garantiza la aplicabilidad temporal.\u003C\u002Fp>\n\u003Cp>Por lo tanto, la recuperación sensible a los parches debería clasificar no solo por relevancia temática, sino también por compatibilidad de versión. Una explicación perfecta para el parche 1.8 puede ser una peor fuente que una nota oficial más breve para el parche 2.1 si la pregunta del jugador depende de una mecánica modificada.\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\">Cuando la IA de videojuegos suena bien pero no lo está: el problema de razonamiento detrás de los asistentes y agentes de juego\u003C\u002Fstrong>\u003Cp class=\"mt-2 text-sm text-gray-600 dark:text-gray-300\">Por qué los consejos fluidos sobre videojuegos pueden fallar incluso cuando el lenguaje suena convincente, y por qué la calidad del razonamiento debe separarse de una presentación segura.\u003C\u002Fp>\u003Cspan class=\"mt-3 inline-flex text-sm font-medium text-primary-600 dark:text-primary-400\">Leer el artículo sobre razonamiento en IA de videojuegos →\u003C\u002Fspan>\u003C\u002Fdiv>\u003C\u002Fa>\u003C\u002Faside>\n\u003Ch2 id=\"section-49\">Una plantilla sencilla de respuesta consciente de la versión\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\">Estructura de respuesta recomendada\u003C\u002Fstrong>\u003Cdiv class=\"text-gray-700 dark:text-gray-200\">&lt;strong&gt;Estado:&lt;\u002Fstrong&gt; juego + parche\u002Fcompilación + plataforma\u002Frama + modo\u002Fregión si es relevante.&lt;br&gt;&lt;strong&gt;Respuesta:&lt;\u002Fstrong&gt; recomendación directa.&lt;br&gt;&lt;strong&gt;Por qué:&lt;\u002Fstrong&gt; variables actuales que la respaldan.&lt;br&gt;&lt;strong&gt;Cambiado desde:&lt;\u002Fstrong&gt; comportamiento anterior relevante que ya no se aplica.&lt;br&gt;&lt;strong&gt;No verificado:&lt;\u002Fstrong&gt; cualquier hotfix o condición de servicio en vivo que podría cambiar la respuesta.\u003C\u002Fdiv>\u003C\u002Faside>\n\u003Ch2 id=\"section-51\">¿Qué cambiaría esta respuesta?\u003C\u002Fh2>\n\u003Cp>El marco se vuelve menos necesario para juegos cuyas mecánicas están efectivamente congeladas e idénticas en todas las plataformas. Se vuelve más importante a medida que aumentan la frecuencia de parches, el despliegue regional, las ramas de prueba y el ajuste de servicio en vivo.\u003C\u002Fp>\n\u003Cp>También cambiaría si los juegos expusieran metadatos autorizados de estado en vivo legibles por máquina que los asistentes pudieran resolver automáticamente para el entorno exacto del jugador.\u003C\u002Fp>\n\u003Ch2 id=\"section-54\">Limitaciones\u003C\u002Fh2>\n\u003Cp>No todos los juegos exponen API de versión públicas, identificadores de compilación, configuración en vivo o información completa de parches. Por lo tanto, algunos estados siguen siendo difíciles de verificar externamente.\u003C\u002Fp>\n\u003Cp>Las notas de parche oficiales también pueden ser incompletas como modelo de jugabilidad emergente porque cambiar una mecánica puede alterar estrategias que nunca se describieron explícitamente en la nota. La conciencia de versión mejora la validez; no elimina la necesidad de pruebas y razonamiento.\u003C\u002Fp>\n\u003Ch2 id=\"section-57\">Conclusión\u003C\u002Fh2>\n\u003Cp>Los consejos de juego desactualizados a menudo no son completamente incorrectos. Son correctos dentro de un envoltorio de versión expirado.\u003C\u002Fp>\n\u003Cp>Por eso la IA consciente de parches necesita resolver más que el título del juego. Necesita la versión, plataforma o rama, región y modo relevantes, y cualquier estado en vivo del que dependa la respuesta. Una vez que esas condiciones son explícitas, “la IA se equivocó” se convierte en un diagnóstico mucho más útil: ¿para qué estado respondió, y qué estado estás jugando realmente?\u003C\u002Fp>\n\u003Ch2 id=\"section-60\">Preguntas frecuentes\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 juegos consciente de parches\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\">¿Por qué una IA da consejos de juego que eran correctos antes de un parche?\u003C\u002Fh4>\u003Cdiv class=\"mt-2 text-gray-600 dark:text-gray-300\">Porque el modelo o la fuente recuperada puede conservar conocimiento antiguo válido mientras omite una estadística, interacción, mapa, conjunto de reglas o estado de despliegue cambiado. La respuesta puede seguir siendo plausible aunque sus suposiciones de versión hayan expirado.\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\">¿Es suficiente el número de parche para que los consejos de juego sean fiables?\u003C\u002Fh4>\u003Cdiv class=\"mt-2 text-gray-600 dark:text-gray-300\">No siempre. La plataforma, rama, región, modo de juego y los hotfix del lado del servidor también pueden importar.\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\">¿Por qué dos jugadores del mismo juego pueden obtener resultados diferentes?\u003C\u002Fh4>\u003Cdiv class=\"mt-2 text-gray-600 dark:text-gray-300\">Pueden estar ejecutando compilaciones, ramas, plataformas, despliegues regionales, modos o configuraciones de servicio en vivo diferentes.\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\">¿Son suficientes las notas de parche oficiales para un asistente de IA?\u003C\u002Fh4>\u003Cdiv class=\"mt-2 text-gray-600 dark:text-gray-300\">Son evidencia autorizada de cambios documentados, pero el asistente todavía tiene que razonar sobre cómo esos cambios afectan la pregunta específica.\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\">¿Qué debo proporcionar al pedir consejos de juego sensibles a parches a una IA?\u003C\u002Fh4>\u003Cdiv class=\"mt-2 text-gray-600 dark:text-gray-300\">Da el juego exacto, el parche o la compilación cuando se conozca, la plataforma, la rama o el reino de prueba, la región si es relevante, el modo de juego y el comportamiento que observas actualmente.\u003C\u002Fdiv>\u003C\u002Fdiv>\u003C\u002Fsection>\n\u003Ch2 id=\"section-62\">Glosario\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\">Términos clave de estado de versión\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\">Envoltorio de versión\u003C\u002Fdt>\u003Cdd class=\"mt-1 text-gray-600 dark:text-gray-300\">El conjunto de condiciones del estado del juego bajo las cuales un consejo sigue siendo aplicable, incluyendo versión, plataforma, rama, región, modo y estado de servicio en vivo cuando sea relevante.\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\">Compilación\u003C\u002Fdt>\u003Cdd class=\"mt-1 text-gray-600 dark:text-gray-300\">Un estado empaquetado particular del contenido del juego distribuido en un momento dado.\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\">Rama\u003C\u002Fdt>\u003Cdd class=\"mt-1 text-gray-600 dark:text-gray-300\">Un canal de lanzamiento o línea de compilación específica, como predeterminada, beta o prueba, que puede exponer un estado de aplicación diferente.\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\">Deriva de versión\u003C\u002Fdt>\u003Cdd class=\"mt-1 text-gray-600 dark:text-gray-300\">La discrepancia que aparece cuando un consejo, dato o razonamiento asume un estado de juego más antiguo o diferente del que el jugador está usando actualmente.\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\">Prueba de validez de estado de parche\u003C\u002Fdt>\u003Cdd class=\"mt-1 text-gray-600 dark:text-gray-300\">Un método de Figure Rocks para comprobar si un consejo de juego todavía se aplica resolviendo el estado del jugador y reevaluando las dependencias afectadas por las actualizaciones.\u003C\u002Fdd>\u003C\u002Fdiv>\u003C\u002Fdl>\u003C\u002Fsection>\n\u003Ch2 id=\"section-64\">Fuentes primarias\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 — Compilaciones\u003C\u002Fstrong>\u003Cp class=\"text-sm text-gray-600 dark:text-gray-400\">Documentación oficial que define las compilaciones como representaciones puntuales del contenido de la aplicación y explica cómo se distribuyen las compilaciones en vivo.\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 — Ramas (Betas)\u003C\u002Fstrong>\u003Cp class=\"text-sm text-gray-600 dark:text-gray-400\">Documentación oficial que muestra que los usuarios pueden ejecutar compilaciones públicas o privadas específicas en lugar de la rama predeterminada.\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\">Portal para desarrolladores de Riot Games — League of Legends\u003C\u002Fstrong>\u003Cp class=\"text-sm text-gray-600 dark:text-gray-400\">Guía oficial de versiones que señala que las versiones de Data Dragon son específicas de cada parche y no siempre equivalen a la versión del cliente desplegada en cada región.\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 — Árboles de comportamiento en Unreal Engine\u003C\u002Fstrong>\u003Cp class=\"text-sm text-gray-600 dark:text-gray-400\">Documentación oficial que demuestra cómo el comportamiento de la IA depende del estado actual del Blackboard en lugar de solo la lógica estática.\u003C\u002Fp>\u003C\u002Fa>",{"time":538,"blocks":539,"version":1092},1790369513685,[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 asistente de juegos puede dar una respuesta que suene técnicamente correcta y aun así ser incorrecta para el juego que realmente estás jugando. La razón habitual no es un lenguaje deficiente ni un razonamiento débil. Es un desajuste de versión. El asistente puede estar respondiendo para un parche, una compilación de plataforma, una región, una rama beta, un conjunto de reglas o un estado del servidor diferentes.","paragraph",{},{"id":547,"data":548,"type":552,"tunes":553},"direct",{"body":549,"title":550,"variant":551},"\u003Cstrong>El asesoramiento de juegos consciente de los parches necesita más que el título del juego.\u003C\u002Fstrong> Una respuesta fiable debería identificar la versión relevante del juego, la plataforma o rama, la región cuando sea importante, el modo o conjunto de reglas, y la fecha o el estado del servicio en vivo que asume el consejo. Si faltan esas condiciones, una respuesta puede ser internamente correcta y aun así fallar en el juego real del jugador.","Respuesta directa","info","callout",{},{"id":555,"data":556,"type":552,"tunes":560},"model-note",{"body":557,"title":558,"variant":559},"La Prueba de Validez del Estado del Parche y el Envoltorio de Versión del Consejo de Juego que aparecen a continuación son modelos prácticos de Figure Rocks. No son estándares formales de la industria. Su propósito es hacer explícito y comprobable el asesoramiento de juegos dependiente de la versión.","El modelo utilizado en este artículo","note",{},{"id":562,"data":563,"type":566,"tunes":567},"toc",{"title":564,"maxLevel":565,"minLevel":47},"Contenido",3,"tableOfContents",{},{"id":569,"data":570,"type":572,"tunes":573},"h-title",{"text":571,"level":47},"Un título de juego no es una descripción completa del estado","header",{},{"id":575,"data":576,"type":544,"tunes":578},"p-title-1",{"text":577},"Cuando alguien pregunta: «¿Cuál es la mejor build en este juego?», el título por sí solo puede ser insuficiente. Los juegos en vivo cambian. Los juegos para un solo jugador reciben parches de equilibrio. Los usuarios de PC pueden ejecutar ramas públicas o beta. Los servicios regionales pueden exponer datos diferentes. Las actualizaciones de consola y PC no siempre llegan en condiciones idénticas.",{},{"id":580,"data":581,"type":544,"tunes":583},"p-title-2",{"text":582},"Steamworks hace explícito el problema subyacente de las versiones: una rama es una compilación específica de una aplicación, la rama predeterminada es solo una versión disponible, y los usuarios pueden optar por otras ramas que reemplazan la compilación instalada actualmente. Por lo tanto, la frase «estoy jugando al juego en Steam» no identifica de forma única el estado del ejecutable.",{},{"id":585,"data":586,"type":544,"tunes":588},"p-title-3",{"text":587},"La documentación para desarrolladores de Riot expone el mismo problema desde el lado de los datos. Las versiones de Data Dragon son específicas de cada parche, y Riot advierte que una versión de datos no siempre equivale a la versión del cliente en todas las regiones. Eso significa que incluso los datos estáticos oficiales del juego pueden requerir contexto de versión y región.",{},{"id":590,"data":591,"type":572,"tunes":593},"h-envelope",{"text":592,"level":47},"El Envoltorio de Versión del Consejo de Juego",{},{"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","Juego",[13,13,13],{"id":603,"label":604,"values":605},"version","Versión",[13,13,13],{"id":607,"label":608,"values":609},"platform","Plataforma",[13,13,13],{"id":611,"label":612,"values":613},"branch","Rama",[13,13,13],{"id":615,"label":616,"values":617},"region","Región",[13,13,13],{"id":619,"label":620,"values":621},"mode","Modo",[13,13,13],{"id":623,"label":624,"values":625},"live","Estado en vivo",[13,13,13],"¿Qué define el límite de validez de un consejo sensible a los parches?","table",[629,632,635],{"id":630,"label":631},"dimension","Dimensión",{"id":633,"label":634},"question","Qué identificar",{"id":636,"label":637},"failure","Qué falla si falta","comparison",{},{"id":641,"data":642,"type":552,"tunes":646},"useful-question",{"body":643,"title":644,"variant":645},"No preguntes solo \u003Cstrong>«¿Es correcta esta respuesta?»\u003C\u002Fstrong> Pregunta \u003Cstrong>«¿Para qué estado del juego es correcta esta respuesta?»\u003C\u002Fstrong>","La pregunta útil","success",{},{"id":648,"data":649,"type":572,"tunes":651},"h-sounds-right",{"text":650,"level":47},"Por qué los consejos antiguos todavía pueden sonar perfectamente razonables",{},{"id":653,"data":654,"type":544,"tunes":656},"p-sounds-1",{"text":655},"Los errores de versión son difíciles de detectar porque un parche rara vez cambia todo. La mayor parte del juego que lo rodea sigue siendo familiar. Por lo tanto, una respuesta antigua puede contener terminología correcta, mecánicas reales y cifras plausibles mientras se equivoca en una interacción que cambió.",{},{"id":658,"data":659,"type":544,"tunes":661},"p-sounds-2",{"text":660},"Esto produce un modo de fallo peligroso para los asistentes de IA: la fluidez semántica sobrevive a la deriva de versiones. El modelo puede entender el juego conceptualmente mientras aplica un valor, una interacción o una prioridad que pertenecían a un parche anterior.",{},{"id":663,"data":664,"type":544,"tunes":666},"p-sounds-3",{"text":665},"El resultado se siente más fiable que una respuesta completamente absurda porque el 90 por ciento de ella puede seguir coincidiendo con el juego actual.",{},{"id":668,"data":669,"type":572,"tunes":671},"h-patch-notes",{"text":670,"level":47},"Las notas del parche son evidencia de cambio, no un modelo completo del juego actual",{},{"id":673,"data":674,"type":544,"tunes":676},"p-patch-1",{"text":675},"Las notas del parche te dicen que algo cambió. No proporcionan automáticamente una representación completa de todas las dependencias afectadas por ese cambio.",{},{"id":678,"data":679,"type":544,"tunes":681},"p-patch-2",{"text":680},"Un valor de daño puede cambiar la clasificación de una build. Un cambio en el coste de un objeto puede mover una ventana de tiempo. Un cambio en el enfriamiento puede alterar la estrategia de un encuentro. Un cambio en el mapa puede invalidar el consejo de rutas. La nota del parche puede describir una línea mientras la respuesta práctica cambia en varios sistemas.",{},{"id":683,"data":684,"type":544,"tunes":686},"p-patch-3",{"text":685},"Por eso, un asistente consciente de los parches no debería limitarse a recuperar la nota de parche más reciente y repetirla. Necesita determinar si el consejo solicitado depende de alguna variable que haya cambiado.",{},{"id":688,"data":689,"type":572,"tunes":691},"h-test",{"text":690,"level":47},"La prueba de validez del estado del parche",{},{"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. Identificar el resultado solicitado","Elección de build, estrategia contra un jefe, interacción de objetos, ruta, método de farmeo, ajustes u otra decisión concreta.",{"label":700,"description":701},"2. Identificar las variables del estado del juego de las que depende la respuesta","Estadísticas, costes, geometría del mapa, comportamiento de la IA, tablas de botín, reglas de emparejamiento, tiempos de reutilización u otras mecánicas.",{"label":703,"description":704},"3. Resolver el envelope de versión del jugador","Parche\u002Fbuild, plataforma, rama, región, modo y estado de servicio en vivo cuando sea relevante.",{"label":706,"description":707},"4. Comparar con datos actuales autorizados","Usar notas de parche oficiales, datos del desarrollador, información de la build o el propio estado del juego cuando esté disponible.",{"label":709,"description":710},"5. Buscar dependencias modificadas","Un parche no necesita mencionar la pregunta exacta para invalidar la respuesta; cambiar una sola dependencia puede ser suficiente.",{"label":712,"description":713},"6. Marcar explícitamente el estado incierto","Si no se puede verificar el hotfix actual, el despliegue regional o la rama de prueba, indicar qué suposición utiliza la respuesta.",{"label":715,"description":716},"7. Recalcular la respuesta","No basta con añadir «después del parche X». Reevaluar el consejo bajo las nuevas variables.","Comprobar si el consejo de juego sigue siendo aplicable","auto","processFlow",{},{"id":722,"data":723,"type":572,"tunes":725},"h-builds",{"text":724,"level":47},"Los IDs de build y las ramas importan más de lo que reconocen la mayoría de las guías",{},{"id":727,"data":728,"type":544,"tunes":730},"p-builds-1",{"text":729},"Steamworks define una build como una representación de los depósitos de la aplicación en un momento dado. Una nueva build puede modificar, eliminar o añadir archivos, y distintas ramas pueden exponer builds diferentes a distintos usuarios.",{},{"id":732,"data":733,"type":544,"tunes":735},"p-builds-2",{"text":734},"Para la resolución de problemas, esto importa porque dos jugadores pueden decir con razón que están jugando al mismo juego de Steam mientras ejecutan ramas diferentes. Si uno se apuntó a una beta, una respuesta verificada con la rama predeterminada puede no ser aplicable.",{},{"id":737,"data":738,"type":544,"tunes":740},"p-builds-3",{"text":739},"Por lo tanto, una buena respuesta técnica pregunta por la rama o la build cuando el síntoma depende de un comportamiento sensible a la versión.",{},{"id":742,"data":743,"type":572,"tunes":745},"h-region",{"text":744,"level":47},"La región puede formar parte del estado de la versión",{},{"id":747,"data":748,"type":544,"tunes":750},"p-region-1",{"text":749},"La documentación para desarrolladores de Riot es inusualmente explícita sobre el desajuste de versiones regional: una versión de Data Dragon no siempre equivale a la versión del cliente de League of Legends en una región.",{},{"id":752,"data":753,"type":544,"tunes":755},"p-region-2",{"text":754},"Esta es una lección general importante. «Los datos más recientes» y «los datos realmente desplegados para este jugador» no son automáticamente lo mismo.",{},{"id":757,"data":758,"type":544,"tunes":760},"p-region-3",{"text":759},"Por lo tanto, para los juegos de servicio en vivo globales, un asistente debería evitar asumir que un único identificador de versión global captura todos los estados de despliegue relevantes.",{},{"id":762,"data":763,"type":572,"tunes":765},"h-live-state",{"text":764,"level":47},"El parche del cliente no siempre es el estado en vivo completo",{},{"id":767,"data":768,"type":544,"tunes":770},"p-live-1",{"text":769},"Los juegos modernos pueden cambiar su comportamiento sin reemplazar todo el cliente local. La configuración del servidor, las rotaciones de contenido, las reglas de emparejamiento, los ajustes de eventos y los mecanismos de hotfix pueden afectar a la jugabilidad.",{},{"id":772,"data":773,"type":544,"tunes":775},"p-live-2",{"text":774},"Esto crea dos capas de verdad: la build instalada y el estado del servicio actualmente activo. Un asistente consciente de la versión debería saber cuándo su pregunta depende de ambas.",{},{"id":777,"data":778,"type":552,"tunes":782},"live-warning",{"body":779,"title":780,"variant":781},"Para preguntas sobre servicios en vivo, el jugador puede tener la build correcta del cliente y aun así experimentar un comportamiento determinado por la configuración actual del lado del servidor.","No equiparar la versión instalada con el estado total del juego","warning",{},{"id":784,"data":785,"type":572,"tunes":787},"h-stale",{"text":786,"level":47},"Las cinco clases de consejos de juego obsoletos",{},{"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],"Clase de respuesta obsoleta","Ejemplo","Por qué falla",[797,798,799],"Deriva numérica","Daño, tiempo de reutilización, precio o tasa de botín antiguos","La recomendación se calculó con valores obsoletos",[801,802,803],"Deriva de interacción","Las mecánicas siguen existiendo pero se combinan de forma diferente","La regla cambió mientras la terminología seguía resultando familiar",[805,806,807],"Deriva de contenido","Mapa, jefe, objeto o misión movidos\u002Fcambiados","El consejo de ubicación o progresión ya no coincide",[809,810,811],"Deriva del conjunto de reglas","Modo clasificatorio\u002Fevento\u002Ftemporada cambiado","El consejo es correcto para el modo equivocado",[813,814,815],"Deriva de despliegue","Región, plataforma o rama diferentes","La respuesta apunta a una build que el jugador no está ejecutando",false,{},{"id":819,"data":820,"type":572,"tunes":822},"h-should-answer",{"text":821,"level":47},"Cómo debería responder un asistente de IA a preguntas sensibles a los parches",{},{"id":824,"data":825,"type":544,"tunes":827},"p-should-1",{"text":826},"Una respuesta sólida debería exponer sus suposiciones de estado antes de dar una recomendación de alta confianza.",{},{"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","Alcance",[13,13,13],{"id":837,"label":838,"values":839},"source","Fuente",[13,13,13],{"id":841,"label":842,"values":843},"dependency","Dependencia",[13,13,13],{"id":845,"label":846,"values":847},"uncertainty","Incertidumbre",[13,13,13],"Respuesta débil vs respuesta consciente de la versión",[850,853,856],{"id":851,"label":852},"part","Parte",{"id":854,"label":855},"weak","Respuesta débil",{"id":857,"label":858},"strong","Respuesta consciente de la versión",{},{"id":861,"data":862,"type":572,"tunes":864},"h-diagnostic",{"text":863,"level":47},"El diagnóstico de desajuste del estado del juego",{},{"id":866,"data":867,"type":544,"tunes":869},"p-diagnostic-intro",{"text":868},"Cuando una respuesta de IA no coincide con lo que ves en el juego, no empieces asumiendo que el modelo alucinó todo el tema. Primero comprueba si hay un desajuste de estado.",{},{"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. Verifica tu versión exacta","Parche, compilación, rama, plataforma y modo de juego.",{"label":878,"description":879},"2. Comprueba la fecha del consejo","¿Se escribió antes de una actualización relevante?",{"label":881,"description":882},"3. Identifica la mecánica en disputa","Estadística, objeto, mapa, misión, comportamiento de la IA, recompensa o regla del sistema.",{"label":884,"description":885},"4. Consulta la evidencia actual de primera mano","Nota del parche, punto de acceso de datos oficial, estado de la compilación o descripción actual en el juego.",{"label":887,"description":888},"5. Comprueba si solo cambió una dependencia","El resto de la respuesta puede seguir siendo válido aunque una variable modificada invalide la conclusión.",{"label":890,"description":891},"6. Recalcula en lugar de limitarte a corregir una frase","Una variable modificada puede alterar toda la recomendación.","¿Por qué la respuesta no coincide con mi juego?",{},{"id":895,"data":896,"type":572,"tunes":898},"h-latest",{"text":897,"level":47},"Por qué \"última\" es una palabra peligrosa",{},{"id":900,"data":901,"type":544,"tunes":903},"p-latest-1",{"text":902},"\"Última\" suena precisa, pero a menudo oculta la marca temporal real y el contexto de despliegue. ¿Última según qué fuente? ¿Última compilación estable? ¿Última beta? ¿Última región? ¿Últimas notas del parche? ¿Último hotfix del servidor?",{},{"id":905,"data":906,"type":544,"tunes":908},"p-latest-2",{"text":907},"Para los consejos de juegos, un identificador de versión es mejor que una afirmación vaga de actualidad. Si no se puede resolver una versión, la respuesta debería ser explícitamente condicional.",{},{"id":910,"data":911,"type":572,"tunes":913},"h-retrieval",{"text":912,"level":47},"La conciencia de versión también es un problema de recuperación",{},{"id":915,"data":916,"type":544,"tunes":918},"p-retrieval-1",{"text":917},"Un sistema de búsqueda o RAG puede recuperar una guía muy relevante para el parche equivocado. La similitud semántica no garantiza la aplicabilidad temporal.",{},{"id":920,"data":921,"type":544,"tunes":923},"p-retrieval-2",{"text":922},"Por lo tanto, la recuperación sensible a los parches debería clasificar no solo por relevancia temática, sino también por compatibilidad de versión. Una explicación perfecta para el parche 1.8 puede ser una peor fuente que una nota oficial más breve para el parche 2.1 si la pregunta del jugador depende de una mecánica modificada.",{},{"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","Cuando la IA de videojuegos suena bien pero no lo está: el problema de razonamiento detrás de los asistentes y agentes de juego","Por qué los consejos fluidos sobre videojuegos pueden fallar incluso cuando el lenguaje suena convincente, y por qué la calidad del razonamiento debe separarse de una presentación segura.","Leer el artículo sobre razonamiento en IA de videojuegos","referralArticle",{},{"id":934,"data":935,"type":572,"tunes":937},"h-template",{"text":936,"level":47},"Una plantilla sencilla de respuesta consciente de la versión",{},{"id":939,"data":940,"type":552,"tunes":944},"template-callout",{"body":941,"title":942,"variant":943},"\u003Cstrong>Estado:\u003C\u002Fstrong> juego + parche\u002Fcompilación + plataforma\u002Frama + modo\u002Fregión si es relevante.\u003Cbr>\u003Cstrong>Respuesta:\u003C\u002Fstrong> recomendación directa.\u003Cbr>\u003Cstrong>Por qué:\u003C\u002Fstrong> variables actuales que la respaldan.\u003Cbr>\u003Cstrong>Cambiado desde:\u003C\u002Fstrong> comportamiento anterior relevante que ya no se aplica.\u003Cbr>\u003Cstrong>No verificado:\u003C\u002Fstrong> cualquier hotfix o condición de servicio en vivo que podría cambiar la respuesta.","Estructura de respuesta recomendada","tip",{},{"id":946,"data":947,"type":572,"tunes":949},"h-change",{"text":948,"level":47},"¿Qué cambiaría esta respuesta?",{},{"id":951,"data":952,"type":544,"tunes":954},"p-change-1",{"text":953},"El marco se vuelve menos necesario para juegos cuyas mecánicas están efectivamente congeladas e idénticas en todas las plataformas. Se vuelve más importante a medida que aumentan la frecuencia de parches, el despliegue regional, las ramas de prueba y el ajuste de servicio en vivo.",{},{"id":956,"data":957,"type":544,"tunes":959},"p-change-2",{"text":958},"También cambiaría si los juegos expusieran metadatos autorizados de estado en vivo legibles por máquina que los asistentes pudieran resolver automáticamente para el entorno exacto del jugador.",{},{"id":961,"data":962,"type":572,"tunes":964},"h-limitations",{"text":963,"level":47},"Limitaciones",{},{"id":966,"data":967,"type":544,"tunes":969},"p-limit-1",{"text":968},"No todos los juegos exponen API de versión públicas, identificadores de compilación, configuración en vivo o información completa de parches. Por lo tanto, algunos estados siguen siendo difíciles de verificar externamente.",{},{"id":971,"data":972,"type":544,"tunes":974},"p-limit-2",{"text":973},"Las notas de parche oficiales también pueden ser incompletas como modelo de jugabilidad emergente porque cambiar una mecánica puede alterar estrategias que nunca se describieron explícitamente en la nota. La conciencia de versión mejora la validez; no elimina la necesidad de pruebas y razonamiento.",{},{"id":976,"data":977,"type":572,"tunes":979},"h-conclusion",{"text":978,"level":47},"Conclusión",{},{"id":981,"data":982,"type":544,"tunes":984},"p-conclusion-1",{"text":983},"Los consejos de juego desactualizados a menudo no son completamente incorrectos. Son correctos dentro de un envoltorio de versión expirado.",{},{"id":986,"data":987,"type":544,"tunes":989},"p-conclusion-2",{"text":988},"Por eso la IA consciente de parches necesita resolver más que el título del juego. Necesita la versión, plataforma o rama, región y modo relevantes, y cualquier estado en vivo del que dependa la respuesta. Una vez que esas condiciones son explícitas, “la IA se equivocó” se convierte en un diagnóstico mucho más útil: ¿para qué estado respondió, y qué estado estás jugando realmente?",{},{"id":991,"data":992,"type":572,"tunes":994},"h-faq",{"text":993,"level":47},"Preguntas frecuentes",{},{"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","Porque el modelo o la fuente recuperada puede conservar conocimiento antiguo válido mientras omite una estadística, interacción, mapa, conjunto de reglas o estado de despliegue cambiado. La respuesta puede seguir siendo plausible aunque sus suposiciones de versión hayan expirado.","¿Por qué una IA da consejos de juego que eran correctos antes de un parche?",{"id":1004,"answer":1005,"question":1006},"faq2","No siempre. La plataforma, rama, región, modo de juego y los hotfix del lado del servidor también pueden importar.","¿Es suficiente el número de parche para que los consejos de juego sean fiables?",{"id":1008,"answer":1009,"question":1010},"faq3","Pueden estar ejecutando compilaciones, ramas, plataformas, despliegues regionales, modos o configuraciones de servicio en vivo diferentes.","¿Por qué dos jugadores del mismo juego pueden obtener resultados diferentes?",{"id":1012,"answer":1013,"question":1014},"faq4","Son evidencia autorizada de cambios documentados, pero el asistente todavía tiene que razonar sobre cómo esos cambios afectan la pregunta específica.","¿Son suficientes las notas de parche oficiales para un asistente de IA?",{"id":1016,"answer":1017,"question":1018},"faq5","Da el juego exacto, el parche o la compilación cuando se conozca, la plataforma, la rama o el reino de prueba, la región si es relevante, el modo de juego y el comportamiento que observas actualmente.","¿Qué debo proporcionar al pedir consejos de juego sensibles a parches a una IA?","IA de juegos consciente de parches",{},{"id":1022,"data":1023,"type":572,"tunes":1025},"h-glossary",{"text":1024,"level":47},"Glosario",{},{"id":1027,"data":1028,"type":1027,"tunes":1049},"glossary",{"title":1029,"entries":1030},"Términos clave de estado de versión",[1031,1035,1039,1041,1045],{"term":1032,"anchor":1033,"definition":1034},"Envoltorio de versión","version-envelope","El conjunto de condiciones del estado del juego bajo las cuales un consejo sigue siendo aplicable, incluyendo versión, plataforma, rama, región, modo y estado de servicio en vivo cuando sea relevante.",{"term":1036,"anchor":1037,"definition":1038},"Compilación","build","Un estado empaquetado particular del contenido del juego distribuido en un momento dado.",{"term":612,"anchor":611,"definition":1040},"Un canal de lanzamiento o línea de compilación específica, como predeterminada, beta o prueba, que puede exponer un estado de aplicación diferente.",{"term":1042,"anchor":1043,"definition":1044},"Deriva de versión","version-drift","La discrepancia que aparece cuando un consejo, dato o razonamiento asume un estado de juego más antiguo o diferente del que el jugador está usando actualmente.",{"term":1046,"anchor":1047,"definition":1048},"Prueba de validez de estado de parche","patch-state-validity-test","Un método de Figure Rocks para comprobar si un consejo de juego todavía se aplica resolviendo el estado del jugador y reevaluando las dependencias afectadas por las actualizaciones.",{},{"id":1051,"data":1052,"type":572,"tunes":1054},"h-sources",{"text":1053,"level":47},"Fuentes primarias",{},{"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 — Compilaciones","Documentación oficial que define las compilaciones como representaciones puntuales del contenido de la aplicación y explica cómo se distribuyen las compilaciones en vivo.","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 — Ramas (Betas)","Documentación oficial que muestra que los usuarios pueden ejecutar compilaciones públicas o privadas específicas en lugar de la rama predeterminada.",{},{"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},"Portal para desarrolladores de Riot Games — League of Legends","Guía oficial de versiones que señala que las versiones de Data Dragon son específicas de cada parche y no siempre equivalen a la versión del cliente desplegada en cada región.",{},{"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 — Árboles de comportamiento en Unreal Engine","Documentación oficial que demuestra cómo el comportamiento de la IA depende del estado actual del Blackboard en lugar de solo la lógica estática.",{},"2.31","Una IA de juegos puede dar una respuesta que suene completamente correcta y aun así ser errónea para el juego que realmente estás jugando. Esta guía explica la deriva de versiones entre parches, builds, ramas beta, regiones, modos y el estado de servicio en vivo, y cómo comprobar si un consejo sigue siendo aplicable.","\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,"Parches y actualizaciones","patches-and-updates",{"id":1115,"name":1116,"slug":1117},138,"Parches y regresiones","patches-and-regressions",{"id":1119,"name":1120,"slug":1121},279,"Cronología de controladores y parches","driver-and-patch-timeline",{"id":392,"login":1123,"email":1124,"displayName":1125},"aleksandar","aleksandar@stajic.de","Aleksandar Stajic",[1127,1571],{"lang":8,"title":1128,"content":1129,"contentJson":1130,"excerpt":1570},"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":1569},1790370152730,[1133,1137,1142,1147,1151,1155,1159,1163,1167,1171,1204,1209,1213,1217,1221,1225,1229,1233,1237,1241,1245,1271,1275,1279,1283,1287,1291,1295,1299,1303,1307,1311,1315,1320,1324,1352,1356,1360,1384,1388,1392,1415,1419,1423,1427,1431,1435,1439,1445,1449,1454,1458,1462,1466,1470,1474,1478,1482,1486,1490,1494,1514,1518,1537,1541,1548,1555,1562],{"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":1203},{"rows":1173,"title":1195,"layout":627,"columns":1196},[1174,1177,1180,1183,1186,1189,1192],{"id":599,"label":1175,"values":1176},"Game",[13,13,13],{"id":603,"label":1178,"values":1179},"Version",[13,13,13],{"id":607,"label":1181,"values":1182},"Platform",[13,13,13],{"id":611,"label":1184,"values":1185},"Branch",[13,13,13],{"id":615,"label":1187,"values":1188},"Region",[13,13,13],{"id":619,"label":1190,"values":1191},"Mode",[13,13,13],{"id":623,"label":1193,"values":1194},"Live state",[13,13,13],"What defines the validity boundary of patch-sensitive advice?",[1197,1199,1201],{"id":630,"label":1198},"Dimension",{"id":633,"label":1200},"What to identify",{"id":636,"label":1202},"What goes wrong if missing",{},{"id":641,"data":1205,"type":552,"tunes":1208},{"body":1206,"title":1207,"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":1210,"type":572,"tunes":1212},{"text":1211,"level":47},"Why old advice can still sound perfectly reasonable",{},{"id":653,"data":1214,"type":544,"tunes":1216},{"text":1215},"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":1218,"type":544,"tunes":1220},{"text":1219},"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":1222,"type":544,"tunes":1224},{"text":1223},"The result feels more trustworthy than a completely nonsensical answer because 90 percent of it may still match the current game.",{},{"id":668,"data":1226,"type":572,"tunes":1228},{"text":1227,"level":47},"Patch notes are evidence of change, not a complete model of the current game",{},{"id":673,"data":1230,"type":544,"tunes":1232},{"text":1231},"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":1234,"type":544,"tunes":1236},{"text":1235},"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":1238,"type":544,"tunes":1240},{"text":1239},"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":1242,"type":572,"tunes":1244},{"text":1243,"level":47},"The Patch-State Validity Test",{},{"id":693,"data":1246,"type":719,"tunes":1270},{"steps":1247,"title":1269,"orientation":718},[1248,1251,1254,1257,1260,1263,1266],{"label":1249,"description":1250},"1. Identify the requested outcome","Build choice, boss strategy, item interaction, route, farming method, settings or another concrete decision.",{"label":1252,"description":1253},"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":1255,"description":1256},"3. Resolve the player's version envelope","Patch\u002Fbuild, platform, branch, region, mode and live-service state where relevant.",{"label":1258,"description":1259},"4. Compare against authoritative current data","Use official patch notes, developer data, build information or the game's own state when available.",{"label":1261,"description":1262},"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":1264,"description":1265},"6. Mark uncertain state explicitly","If the current hotfix, regional rollout or test branch cannot be verified, say which assumption the answer uses.",{"label":1267,"description":1268},"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":1272,"type":572,"tunes":1274},{"text":1273,"level":47},"Build IDs and branches matter more than most guides acknowledge",{},{"id":727,"data":1276,"type":544,"tunes":1278},{"text":1277},"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":1280,"type":544,"tunes":1282},{"text":1281},"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":1284,"type":544,"tunes":1286},{"text":1285},"A good technical answer therefore asks for the branch or build when the symptom depends on version-sensitive behavior.",{},{"id":742,"data":1288,"type":572,"tunes":1290},{"text":1289,"level":47},"Region can be part of version state",{},{"id":747,"data":1292,"type":544,"tunes":1294},{"text":1293},"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":1296,"type":544,"tunes":1298},{"text":1297},"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":1300,"type":544,"tunes":1302},{"text":1301},"For global live-service games, an assistant should therefore avoid assuming that one global version identifier captures every relevant deployment state.",{},{"id":762,"data":1304,"type":572,"tunes":1306},{"text":1305,"level":47},"Client patch is not always the complete live state",{},{"id":767,"data":1308,"type":544,"tunes":1310},{"text":1309},"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":1312,"type":544,"tunes":1314},{"text":1313},"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":1316,"type":552,"tunes":1319},{"body":1317,"title":1318,"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":1321,"type":572,"tunes":1323},{"text":1322,"level":47},"The five classes of stale game advice",{},{"id":789,"data":1325,"type":627,"tunes":1351},{"content":1326,"stretched":816,"withHeadings":15},[1327,1331,1335,1339,1343,1347],[1328,1329,1330],"Stale-answer class","Example","Why it fails",[1332,1333,1334],"Numeric drift","Old damage, cooldown, price, drop rate","The recommendation was calculated from obsolete values",[1336,1337,1338],"Interaction drift","Mechanics still exist but combine differently","The rule changed while terminology stayed familiar",[1340,1341,1342],"Content drift","Map, boss, item or quest moved\u002Fchanged","Location or progression advice no longer matches",[1344,1345,1346],"Ruleset drift","Ranked\u002Fevent\u002Fseasonal mode changed","Advice is correct for the wrong mode",[1348,1349,1350],"Deployment drift","Different region, platform or branch","The answer targets a build the player is not running",{},{"id":819,"data":1353,"type":572,"tunes":1355},{"text":1354,"level":47},"How an AI assistant should answer patch-sensitive questions",{},{"id":824,"data":1357,"type":544,"tunes":1359},{"text":1358},"A strong answer should expose its state assumptions before giving a high-confidence recommendation.",{},{"id":829,"data":1361,"type":638,"tunes":1383},{"rows":1362,"title":1375,"layout":627,"columns":1376},[1363,1366,1369,1372],{"id":833,"label":1364,"values":1365},"Scope",[13,13,13],{"id":837,"label":1367,"values":1368},"Source",[13,13,13],{"id":841,"label":1370,"values":1371},"Dependency",[13,13,13],{"id":845,"label":1373,"values":1374},"Uncertainty",[13,13,13],"Weak answer vs version-aware answer",[1377,1379,1381],{"id":851,"label":1378},"Part",{"id":854,"label":1380},"Weak answer",{"id":857,"label":1382},"Version-aware answer",{},{"id":861,"data":1385,"type":572,"tunes":1387},{"text":1386,"level":47},"The Game-State Mismatch Diagnostic",{},{"id":866,"data":1389,"type":544,"tunes":1391},{"text":1390},"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":1393,"type":719,"tunes":1414},{"steps":1394,"title":1413,"orientation":718},[1395,1398,1401,1404,1407,1410],{"label":1396,"description":1397},"1. Verify your exact version","Patch, build, branch, platform and game mode.",{"label":1399,"description":1400},"2. Check the date of the advice","Was it written before a relevant update?",{"label":1402,"description":1403},"3. Identify the disputed mechanic","Stat, item, map, quest, AI behavior, reward or system rule.",{"label":1405,"description":1406},"4. Check current first-party evidence","Patch note, official data endpoint, build state or current in-game description.",{"label":1408,"description":1409},"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":1411,"description":1412},"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":1416,"type":572,"tunes":1418},{"text":1417,"level":47},"Why “latest” is a dangerous word",{},{"id":900,"data":1420,"type":544,"tunes":1422},{"text":1421},"“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":1424,"type":544,"tunes":1426},{"text":1425},"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":1428,"type":572,"tunes":1430},{"text":1429,"level":47},"Version awareness is also a retrieval problem",{},{"id":915,"data":1432,"type":544,"tunes":1434},{"text":1433},"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":1436,"type":544,"tunes":1438},{"text":1437},"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":1440,"type":931,"tunes":1444},{"url":927,"title":1441,"excerpt":1442,"ctaLabel":1443},"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":1446,"type":572,"tunes":1448},{"text":1447,"level":47},"A simple version-aware answer template",{},{"id":939,"data":1450,"type":552,"tunes":1453},{"body":1451,"title":1452,"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":1455,"type":572,"tunes":1457},{"text":1456,"level":47},"What would change this answer?",{},{"id":951,"data":1459,"type":544,"tunes":1461},{"text":1460},"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":1463,"type":544,"tunes":1465},{"text":1464},"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":1467,"type":572,"tunes":1469},{"text":1468,"level":47},"Limitations",{},{"id":966,"data":1471,"type":544,"tunes":1473},{"text":1472},"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":1475,"type":544,"tunes":1477},{"text":1476},"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":1479,"type":572,"tunes":1481},{"text":1480,"level":47},"Conclusion",{},{"id":981,"data":1483,"type":544,"tunes":1485},{"text":1484},"Outdated game advice is often not completely wrong. It is correct inside an expired version envelope.",{},{"id":986,"data":1487,"type":544,"tunes":1489},{"text":1488},"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":1491,"type":572,"tunes":1493},{"text":1492,"level":47},"FAQ",{},{"id":996,"data":1495,"type":996,"tunes":1513},{"items":1496,"title":1512},[1497,1500,1503,1506,1509],{"id":1000,"answer":1498,"question":1499},"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":1501,"question":1502},"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":1504,"question":1505},"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":1507,"question":1508},"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":1510,"question":1511},"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":1515,"type":572,"tunes":1517},{"text":1516,"level":47},"Glossary",{},{"id":1027,"data":1519,"type":1027,"tunes":1536},{"title":1520,"entries":1521},"Key version-state terms",[1522,1525,1528,1530,1533],{"term":1523,"anchor":1033,"definition":1524},"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":1526,"anchor":1037,"definition":1527},"Build","A particular packaged state of game content distributed at a point in time.",{"term":1184,"anchor":611,"definition":1529},"A specific release channel or build line, such as default, beta or test, that can expose a different application state.",{"term":1531,"anchor":1043,"definition":1532},"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":1534,"anchor":1047,"definition":1535},"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":1538,"type":572,"tunes":1540},{"text":1539,"level":47},"Primary sources",{},{"id":1056,"data":1542,"type":1063,"tunes":1547},{"link":1058,"meta":1543},{"image":1544,"title":1545,"description":1546},{"url":13},"Valve Steamworks — Builds","Official documentation defining builds as point-in-time representations of application content and explaining how live builds are distributed.",{},{"id":1066,"data":1549,"type":1063,"tunes":1554},{"link":1068,"meta":1550},{"image":1551,"title":1552,"description":1553},{"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":1556,"type":1063,"tunes":1561},{"link":1077,"meta":1557},{"image":1558,"title":1559,"description":1560},{"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":1563,"type":1063,"tunes":1568},{"link":1086,"meta":1564},{"image":1565,"title":1566,"description":1567},{"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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Usa esta prueba de aislamiento para demostrarlo rápido y quédate solo con las herramientas que se mantengan estables.","2026-02-20T16:00:00.000Z",{"id":1862,"slug":1863,"title":1864,"excerpt":1865,"featuredImage":14,"publishedAt":1866},"136","background-load-the-hidden-cause-of-bad-feel-cpu-updates-overlays","Carga en segundo plano: La causa oculta de la mala sensación (CPU, actualizaciones, superposiciones)","La mala sensación es a menudo carga en segundo plano: picos de CPU, descargas, superposiciones y actualizaciones. Estabiliza la carga y tus controles se vuelven consistentes.","2026-02-20T11:30:00.000Z","fallback",[],[]]