{"id":182795,"date":"2025-10-02T10:17:28","date_gmt":"2025-10-02T13:17:28","guid":{"rendered":"https:\/\/nuevoitsitio1.wpenginepowered.com\/ar\/sin-categoria\/datos-sinteticos-gemelos-digitales-el-futuro-del-testing-de-software\/"},"modified":"2025-10-02T10:17:28","modified_gmt":"2025-10-02T13:17:28","slug":"datos-sinteticos-gemelos-digitales-el-futuro-del-testing-de-software","status":"publish","type":"post","link":"https:\/\/www.itsitio.com\/ar\/software\/datos-sinteticos-gemelos-digitales-el-futuro-del-testing-de-software\/","title":{"rendered":"Datos sint\u00e9ticos y gemelos digitales: el futuro del testing de software"},"content":{"rendered":"<p dir=\\\"ltr\\\"><span data-olk-copy-source=\\\"MessageBody\\\">En\u00a0<span class=\\\"markc8i7p2438\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">el<\/span>\u00a0din\u00e1mico <strong>mundo\u00a0<\/strong><span class=\\\"mark5mffcziub\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\"><span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>l<\/span><strong>\u00a0<span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>sarrollo\u00a0<span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>\u00a0<span class=\\\"mark2ebnojrto\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">software<\/span>, la velocidad y calidad<\/strong> <strong>son clave<\/strong>, pero los entornos\u00a0<span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>\u00a0prueba y\u00a0<span class=\\\"markc8i7p2438\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">el<\/span>\u00a0acceso a\u00a0<span class=\\\"markv66477qe0\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">datos<\/span>\u00a0realistas suelen ser cuellos\u00a0<span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>\u00a0botella. En este contexto, los\u00a0<span class=\\\"markv66477qe0\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">datos<\/span>\u00a0sint\u00e9ticos y los\u00a0<span class=\\\"markwe0p538mr\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">gemelos<\/span>\u00a0<span class=\\\"markanflazblo\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">digitales<\/span>\u00a0emergen como herramientas clave, con aplicaciones en sectores como salud, log\u00edstica e I+D.<\/span><\/p>\n<p dir=\\\"ltr\\\"><em>\u201cLos\u00a0<span class=\\\"markv66477qe0\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">datos<\/span>\u00a0sint\u00e9ticos son generados artificialmente para simular\u00a0<span class=\\\"markv66477qe0\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">datos<\/span>\u00a0reales, mientras que los\u00a0<span class=\\\"markwe0p538mr\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">gemelos<\/span>\u00a0<span class=\\\"markanflazblo\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">digitales<\/span>\u00a0son r\u00e9plicas virtuales\u00a0<span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>\u00a0sistemas f\u00edsicos o procesos\u201d<\/em>,\u00a0<span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>scribe\u00a0<strong>Charly Lizarralde,<\/strong> CEO\u00a0<span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span><strong>\u00a07Puentes.<\/strong> Y agrega: <em>\u201cAmbas tecnolog\u00edas permiten simular escenarios reales, optimizar procesos, acelerar la innovaci\u00f3n y reducir riesgos\u201d.<\/em><\/p>\n<p dir=\\\"ltr\\\">En ingenier\u00eda\u00a0<span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>\u00a0<span class=\\\"mark2ebnojrto\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">software<\/span>, estos avances est\u00e1n transformando las pruebas y la calidad\u00a0<span class=\\\"mark5mffcziub\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\"><span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>l<\/span>\u00a0<span class=\\\"mark2ebnojrto\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">software<\/span>. Las pruebas aseguran que\u00a0<span class=\\\"markc8i7p2438\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">el<\/span>\u00a0<span class=\\\"mark2ebnojrto\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">software<\/span>\u00a0cumpla requisitos funcionales y no funcionales, y los\u00a0<span class=\\\"markv66477qe0\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">datos<\/span>\u00a0utilizados\u00a0<span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>ben ser representativos y robustos para reflejar fielmente la realidad modelada.<\/p>\n<p dir=\\\"ltr\\\">La integraci\u00f3n\u00a0<span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>\u00a0<span class=\\\"markv66477qe0\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">datos<\/span>\u00a0sint\u00e9ticos y\u00a0<span class=\\\"markwe0p538mr\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">gemelos<\/span>\u00a0<span class=\\\"markanflazblo\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">digitales<\/span>\u00a0mejora las simulaciones, permite un\u00a0<span class=\\\"marku2hg9g97q\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">testing<\/span>\u00a0m\u00e1s predictivo, optimiza recursos y facilita pruebas\u00a0<span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>\u00a0IA. Esta evoluci\u00f3n en\u00a0<span class=\\\"markc8i7p2438\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">el<\/span>\u00a0<span class=\\\"marku2hg9g97q\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">testing<\/span>\u00a0va\u00a0<span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>\u00a0la mano con avances en ciencia\u00a0<span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>\u00a0<span class=\\\"markv66477qe0\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">datos<\/span>\u00a0e inteligencia artificial, aunque a\u00fan persisten\u00a0<span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>saf\u00edos importantes.<\/p>\n<h3 dir=\\\"ltr\\\"><span style=\\\"color: #000080\\\"><strong>Entre los principales retos se encuentran:<\/strong><\/span><\/h3>\n<ul>\n<li dir=\\\"ltr\\\">\n<p dir=\\\"ltr\\\" role=\\\"presentation\\\">Realismo y no sesgo en los <span class=\\\"markv66477qe0\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">datos<\/span> sint\u00e9ticos: si los <span class=\\\"markv66477qe0\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">datos<\/span> no son v\u00e1lidos o perpet\u00faan sesgos, los resultados <span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span> los modelos pueden ser err\u00f3neos.<\/p>\n<\/li>\n<li dir=\\\"ltr\\\">\n<p dir=\\\"ltr\\\" role=\\\"presentation\\\">Precisi\u00f3n en la creaci\u00f3n <span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span> <span class=\\\"markwe0p538mr\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">gemelos<\/span> <span class=\\\"markanflazblo\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">digitales<\/span>: requiere profundo conocimiento <span class=\\\"mark5mffcziub\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\"><span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>l<\/span> sistema f\u00edsico, simulaciones complejas y recursos espec\u00edficos.<\/p>\n<\/li>\n<li dir=\\\"ltr\\\">\n<p dir=\\\"ltr\\\" role=\\\"presentation\\\">Actualizaci\u00f3n en tiempo real <span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span> los <span class=\\\"markwe0p538mr\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">gemelos<\/span> <span class=\\\"markanflazblo\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">digitales<\/span>: especialmente en sectores din\u00e1micos como la salud, donde los modelos <span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>ben adaptarse constantemente.<\/p>\n<\/li>\n<li dir=\\\"ltr\\\">\n<p dir=\\\"ltr\\\" role=\\\"presentation\\\">Alineaci\u00f3n entre <span class=\\\"markv66477qe0\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">datos<\/span> sint\u00e9ticos y <span class=\\\"markwe0p538mr\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">gemelos<\/span> <span class=\\\"markanflazblo\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">digitales<\/span>: cualquier <span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>sajuste puede afectar la precisi\u00f3n <span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span> las pruebas.<\/p>\n<\/li>\n<\/ul>\n<p dir=\\\"ltr\\\"><span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">De<\/span>\u00a0cara a 2025-2026, se espera que tendencias como\u00a0<span class=\\\"markc8i7p2438\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">el<\/span>\u00a0enfoque shift-left y las pruebas continuas transformen a\u00fan m\u00e1s\u00a0<span class=\\\"markc8i7p2438\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">el<\/span>\u00a0<span class=\\\"marku2hg9g97q\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">testing<\/span>, permitiendo\u00a0<span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>tectar errores antes y mejorar la calidad general.<\/p>\n<p dir=\\\"ltr\\\">En este contexto, las organizaciones\u00a0<span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>ben priorizar la seguridad y privacidad, cumpliendo normativas y protegiendo los\u00a0<span class=\\\"markv66477qe0\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">datos<\/span>\u00a0<span class=\\\"markqbrdfb8fe\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">de<\/span>\u00a0los usuarios. Anticiparse a estos cambios ser\u00e1 clave para ofrecer\u00a0<span class=\\\"mark2ebnojrto\\\" data-markjs=\\\"true\\\" data-ogac=\\\"\\\" data-ogab=\\\"\\\" data-ogsc=\\\"\\\" data-ogsb=\\\"\\\">software<\/span>\u00a0confiable en un mundo cada vez m\u00e1s digital.<\/p>\n<h2 dir=\\\"ltr\\\"><span style=\\\"color: #000080\\\">Leer m\u00e1s<\/span><\/h2>\n<p class=\\\"post-title entry-title\\\"><strong><a href=\\\"https:\/\/www.itsitio.com\/ar\/dispositivos\/samsung-presento-vision-ai-en-argentina-con-sus-nuevos-smart-tvs-en-el-teatro-colon\/\\\">Samsung present\u00f3 Vision AI en Argentina con sus nuevos Smart TVs en el Teatro Col\u00f3n<\/a><\/strong><\/p>\n<p class=\\\"post-title entry-title\\\"><strong><a href=\\\"https:\/\/www.itsitio.com\/ar\/columna-de-opinion\/como-capitalizar-la-inteligencia-artificial-en-las-empresas\/\\\">C\u00f3mo capitalizar la inteligencia artificial en las empresas<\/a><\/strong><\/p>\n<p class=\\\"post-title entry-title\\\"><strong><a href=\\\"https:\/\/www.itsitio.com\/ar\/partnersit\/gustavo-velazquez-de-cisco-estamos-llevando-a-los-canales-a-construir-practicas-mas-efectivas-en-ia\/\\\">Gustavo Vel\u00e1zquez, de Cisco: \u201cEstamos llevando a los canales a construir pr\u00e1cticas m\u00e1s efectivas en IA\u201d<\/a><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>En&nbsp;el&nbsp;din&aacute;mico mundo&nbsp;del&nbsp;desarrollo&nbsp;de&nbsp;software, la velocidad y calidad son clave, pero los entornos&nbsp;de&nbsp;prueba y&nbsp;el&nbsp;acceso a&nbsp;datos&nbsp;realistas suelen ser cuellos&nbsp;de&nbsp;botella. En este contexto, los&nbsp;datos&nbsp;sint&eacute;ticos y los&nbsp;gemelos&nbsp;digitales&nbsp;emergen como herramientas clave, con aplicaciones en sectores como salud, log&iacute;stica e I+D. &ldquo;Los&nbsp;datos&nbsp;sint&eacute;ticos son generados artificialmente para simular&nbsp;datos&nbsp;reales, mientras que los&nbsp;gemelos&nbsp;digitales&nbsp;son r&eacute;plicas virtuales&nbsp;de&nbsp;sistemas f&iacute;sicos o procesos&rdquo;,&nbsp;describe&nbsp;Charly Lizarralde, CEO&nbsp;de&nbsp;7Puentes. Y agrega: &ldquo;Ambas tecnolog&iacute;as permiten simular escenarios reales, optimizar procesos, acelerar la innovaci&oacute;n y reducir riesgos&rdquo;. En ingenier&iacute;a&nbsp;de&nbsp;software, estos avances est&aacute;n transformando las pruebas y la calidad&nbsp;del&nbsp;software. Las pruebas aseguran que&nbsp;el&nbsp;software&nbsp;cumpla requisitos funcionales y no funcionales, y los&nbsp;datos&nbsp;utilizados&nbsp;deben ser representativos y robustos para reflejar fielmente la realidad modelada. La integraci&oacute;n&nbsp;de&nbsp;datos&nbsp;sint&eacute;ticos y&nbsp;gemelos&nbsp;digitales&nbsp;mejora las simulaciones, permite un&nbsp;testing&nbsp;m&aacute;s predictivo, optimiza recursos y facilita pruebas&nbsp;de&nbsp;IA. Esta evoluci&oacute;n en&nbsp;el&nbsp;testing&nbsp;va&nbsp;de&nbsp;la mano con avances en ciencia&nbsp;de&nbsp;datos&nbsp;e inteligencia artificial, aunque a&uacute;n persisten&nbsp;desaf&iacute;os importantes. Entre los principales retos se encuentran: Realismo y no sesgo en los datos sint&eacute;ticos: si los datos no son v&aacute;lidos o perpet&uacute;an sesgos, los resultados de los modelos pueden ser err&oacute;neos. Precisi&oacute;n en la creaci&oacute;n de gemelos digitales: requiere profundo conocimiento del sistema f&iacute;sico, simulaciones complejas y recursos espec&iacute;ficos. Actualizaci&oacute;n en tiempo real de los gemelos digitales: especialmente en sectores din&aacute;micos como la salud, donde los modelos deben adaptarse constantemente. Alineaci&oacute;n entre datos sint&eacute;ticos y gemelos digitales: cualquier desajuste puede afectar la precisi&oacute;n de las pruebas. De&nbsp;cara a 2025-2026, se espera que tendencias como&nbsp;el&nbsp;enfoque shift-left y las pruebas continuas transformen a&uacute;n m&aacute;s&nbsp;el&nbsp;testing, permitiendo&nbsp;detectar errores antes y mejorar la calidad general. En este contexto, las organizaciones&nbsp;deben priorizar la seguridad y privacidad, cumpliendo normativas y protegiendo los&nbsp;datos&nbsp;de&nbsp;los usuarios. Anticiparse a estos cambios ser&aacute; clave para ofrecer&nbsp;software&nbsp;confiable en un mundo cada vez m&aacute;s digital. Leer m&aacute;s Samsung present&oacute; Vision AI en Argentina con sus nuevos Smart TVs en el Teatro Col&oacute;n C&oacute;mo capitalizar la inteligencia artificial en las empresas Gustavo Vel&aacute;zquez, de Cisco: &ldquo;Estamos llevando a los canales a construir pr&aacute;cticas m&aacute;s efectivas en IA&rdquo;<\/p>\n","protected":false},"author":233,"featured_media":183790,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[82],"tags":[829],"class_list":["post-182795","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-software","tag-gemelos-digitales"],"_links":{"self":[{"href":"https:\/\/www.itsitio.com\/ar\/wp-json\/wp\/v2\/posts\/182795","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.itsitio.com\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.itsitio.com\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.itsitio.com\/ar\/wp-json\/wp\/v2\/users\/233"}],"replies":[{"embeddable":true,"href":"https:\/\/www.itsitio.com\/ar\/wp-json\/wp\/v2\/comments?post=182795"}],"version-history":[{"count":0,"href":"https:\/\/www.itsitio.com\/ar\/wp-json\/wp\/v2\/posts\/182795\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.itsitio.com\/ar\/wp-json\/wp\/v2\/media\/183790"}],"wp:attachment":[{"href":"https:\/\/www.itsitio.com\/ar\/wp-json\/wp\/v2\/media?parent=182795"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.itsitio.com\/ar\/wp-json\/wp\/v2\/categories?post=182795"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.itsitio.com\/ar\/wp-json\/wp\/v2\/tags?post=182795"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}