{"id":16542,"date":"2025-05-19T13:47:00","date_gmt":"2025-05-19T11:47:00","guid":{"rendered":"https:\/\/www.quobis.com\/?p=16542"},"modified":"2025-09-29T18:57:39","modified_gmt":"2025-09-29T16:57:39","slug":"mlsip-limitaciones-identificadas-y-roadmap-futuro-del-proyecto","status":"publish","type":"post","link":"https:\/\/www.quobis.com\/es\/2025\/05\/19\/mlsip-limitaciones-identificadas-y-roadmap-futuro-del-proyecto\/","title":{"rendered":"MLSIP | Limitaciones identificadas y roadmap futuro del proyecto"},"content":{"rendered":"\n<p>Con la fase de validaci\u00f3n final llegando a su fin, el <a href=\"https:\/\/www.quobis.com\/es\/proyectos-de-innovacion\/machine-learning-ml-sip\/\">proyecto MLSIP<\/a> ha demostrado ser un \u00e9xito, cumpliendo sus objetivos de crear un sistema de <a href=\"https:\/\/www.quobis.com\/es\/2024\/02\/19\/mlsip-enrutamiento-inteligente-en-contact-centers\/\">enrutamiento inteligente <\/a>funcional y eficaz. Sin embargo, como todo proyecto de investigaci\u00f3n e innovaci\u00f3n, esta fase tambi\u00e9n ha servido para identificar limitaciones y trazar una clara hoja de ruta para su evoluci\u00f3n futura hacia un producto comercial robusto.<\/p>\n\n\n\n<p>Se han identificado dos \u00e1reas de mejora principales:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Incorporaci\u00f3n de datos reales de operador<\/strong>: La limitaci\u00f3n m\u00e1s significativa es que los modelos de IA se han entrenado exclusivamente con datos simulados en el testbed. Aunque este entorno es realista, no puede capturar la complejidad y los patrones predecibles del tr\u00e1fico de un operador de telecomunicaciones real. Se ha concluido que el uso de datos hist\u00f3ricos de un operador aumentar\u00eda de manera significativa el porcentaje de \u00e9xito, ya que los patrones de telefon\u00eda reales (horarios punta, destinos frecuentes) son altamente predecibles, lo que permitir\u00eda a los modelos aprender con una precisi\u00f3n mucho mayor.<\/li>\n\n\n\n<li><strong>Optimizaci\u00f3n de la latencia<\/strong>: La arquitectura actual, con el servicio MLSIP desplegado en un contenedor Python independiente, introduce una peque\u00f1a latencia en cada consulta de enrutamiento. Aunque m\u00ednima, en escenarios de alt\u00edsima concurrencia podr\u00eda ser un factor a considerar. Como mejora futura, se propone explorar la implementaci\u00f3n del servicio como un m\u00f3dulo nativo de Kamailio desarrollado en C. Esta aproximaci\u00f3n reducir\u00eda dr\u00e1sticamente los tiempos de respuesta, asegurando decisiones de enrutamiento pr\u00e1cticamente instant\u00e1neas y mejorando la escalabilidad global del sistema.<\/li>\n<\/ul>\n\n\n\n<p>Estas limitaciones no restan valor a los logros del proyecto, sino que definen los siguientes pasos l\u00f3gicos. La base tecnol\u00f3gica desarrollada en MLSIP es s\u00f3lida y funcional. El camino a seguir ahora se centrar\u00e1 en refinar el sistema con datos del mundo real e integrarlo de forma a\u00fan m\u00e1s profunda en la infraestructura de red, preparando el terreno para su despliegue en entornos de producci\u00f3n.<\/p>\n\n\n<style>.kadence-column16538_efdade-fd > .kt-inside-inner-col,.kadence-column16538_efdade-fd > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column16538_efdade-fd > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column16538_efdade-fd > .kt-inside-inner-col{flex-direction:column;}.kadence-column16538_efdade-fd > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column16538_efdade-fd > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column16538_efdade-fd{position:relative;}@media all and (max-width: 1024px){.kadence-column16538_efdade-fd > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column16538_efdade-fd > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column16538_efdade-fd\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-id16538_a3b998-30 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id16538_a3b998-30 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id16538_a3b998-30 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id16538_a3b998-30 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id16538_a3b998-30 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id16538_a3b998-30 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id16538_a3b998-30 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column16538_47bf35-03 > .kt-inside-inner-col,.kadence-column16538_47bf35-03 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column16538_47bf35-03 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column16538_47bf35-03 > .kt-inside-inner-col{flex-direction:column;}.kadence-column16538_47bf35-03 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column16538_47bf35-03 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column16538_47bf35-03{position:relative;}@media all and (max-width: 1024px){.kadence-column16538_47bf35-03 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column16538_47bf35-03 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column16538_47bf35-03\"><div class=\"kt-inside-inner-col\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"778\" height=\"70\" src=\"https:\/\/www.quobis.com\/wp-content\/uploads\/2025\/06\/ministerio-de-transformacion-digital.png\" alt=\"\" class=\"wp-image-15865\" srcset=\"https:\/\/www.quobis.com\/wp-content\/uploads\/2025\/06\/ministerio-de-transformacion-digital.png 778w, https:\/\/www.quobis.com\/wp-content\/uploads\/2025\/06\/ministerio-de-transformacion-digital-300x27.png 300w, https:\/\/www.quobis.com\/wp-content\/uploads\/2025\/06\/ministerio-de-transformacion-digital-768x69.png 768w\" sizes=\"auto, (max-width: 778px) 100vw, 778px\" \/><\/figure>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Con la fase de validaci\u00f3n final llegando a su fin, el proyecto MLSIP ha demostrado ser un \u00e9xito, cumpliendo sus objetivos de crear un sistema de enrutamiento inteligente funcional y eficaz. Sin embargo, como todo proyecto de investigaci\u00f3n e innovaci\u00f3n, esta fase tambi\u00e9n ha servido para identificar limitaciones y trazar una clara hoja de ruta&#8230;<\/p>\n","protected":false},"author":9,"featured_media":12816,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[680],"tags":[1004,245,768,781,159],"class_list":["post-16542","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-proyecto-innovacion","tag-deep-learning","tag-ia","tag-machine-learning","tag-mlsip","tag-sip"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.4) - 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