{"id":30993,"date":"2026-06-15T14:07:19","date_gmt":"2026-06-15T14:07:19","guid":{"rendered":"https:\/\/investx.fr\/es\/2026\/06\/15\/wallet-v-benchmark-publico-agentes-ia-trading-hyperliquid-aster\/"},"modified":"2026-06-15T14:07:22","modified_gmt":"2026-06-15T14:07:22","slug":"wallet-v-benchmark-publico-agentes-ia-trading-hyperliquid-aster","status":"publish","type":"post","link":"https:\/\/investx.fr\/es\/noticias-cripto\/wallet-v-benchmark-publico-agentes-ia-trading-hyperliquid-aster\/","title":{"rendered":"Wallet V publica un benchmark p\u00fablico de agentes IA de trading en Hyperliquid y Aster"},"content":{"rendered":"\n<p>Un <strong>wallet Web3 en autocustodia<\/strong> acaba de alcanzar un hito sin precedentes: hacer p\u00fablicos los resultados reales de cientos de <strong>agentes IA<\/strong> configurados por sus usuarios en <strong>plataformas de derivados descentralizadas<\/strong>.<\/p>\n\n\n\n<p>De los <strong>688 agentes<\/strong> analizados, el <strong>42 % cerr\u00f3 en territorio positivo<\/strong> \u2014 y el mejor registr\u00f3 un ROI de <strong>+307 %<\/strong>. Una brecha de rendimiento que plantea tantas preguntas como respuestas ofrece.<\/p>\n\n\n\n<p>Esto es lo que este benchmark revela de forma concreta sobre el estado real del <strong>trading algor\u00edtmico con IA<\/strong> en 2026.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"688-agentes-7-familias-de-llm-lo-que-dicen-realmente-los-datos\">688 agentes, 7 familias de LLM: lo que dicen realmente los datos<\/h2>\n\n\n\n<p><strong>Wallet V<\/strong>, cartera Web3 incubada por <strong>Virgo Group<\/strong>, ha publicado un benchmark agregado que cubre <strong>688 agentes de trading IA<\/strong> desplegados por sus usuarios durante los dos \u00faltimos meses. Estos agentes operaron en <strong>Hyperliquid<\/strong> y <strong><a href=\"https:\/\/investx.fr\/es\/invertir-criptomonedas\/exchange\/aster\/\">Aster<\/a><\/strong> \u2014 dos <strong>plataformas de derivados descentralizados<\/strong> \u2014 ejecutando estrategias sobre <strong>contratos perpetuos<\/strong>.<\/p>\n\n\n\n<p>Cada agente fue configurado manualmente por el usuario, quien tambi\u00e9n eligi\u00f3 el <strong>modelo de lenguaje (LLM)<\/strong> encargado de generar las decisiones de trading. El benchmark agrega posteriormente los resultados por familia de modelo, abarcando <strong>siete LLM distintos<\/strong>. Los modelos representados por menos de 10 agentes se se\u00f1alan como meramente orientativos, sin valor estad\u00edstico concluyente.<\/p>\n\n\n\n<p>Los resultados brutos: el <strong>42 % de los agentes registr\u00f3 un P&amp;L nulo o positivo<\/strong> durante el per\u00edodo. El ROI m\u00e1ximo oscila entre el <strong>-30 %<\/strong> para el modelo con peor desempe\u00f1o y el <strong>+307 %<\/strong> para el m\u00e1s rentable. Un diferencial de 337 puntos porcentuales que ilustra hasta qu\u00e9 punto la elecci\u00f3n del <strong><a href=\"https:\/\/investx.fr\/es\/comprendre-cryptomonnaie\/crypto-ia\/\">LLM<\/a><\/strong> \u2014 y de la configuraci\u00f3n \u2014 puede resultar determinante.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/media.investx.fr\/wp-content\/uploads\/sites\/4\/2026\/06\/Banner_15_93_1781209740T5BRHccgqe.jpg?resize=1024,614\" alt=\"Wallet V benchmark agentes IA trading Hyperliquid Aster\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"btc-eth-oro-forex-las-clases-de-activos-operadas-por-los-agentes\">BTC, ETH, oro, forex: las clases de activos operadas por los agentes<\/h2>\n\n\n\n<p>Los agentes del benchmark no operaron exclusivamente con criptoactivos. Tuvieron acceso a <strong>cuatro clases de activos<\/strong> disponibles en <strong>Hyperliquid<\/strong> y <strong>Aster<\/strong> a trav\u00e9s de <strong>contratos perpetuos<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n  <li><strong>Criptoactivos principales<\/strong>: <a href=\"https:\/\/investx.fr\/es\/aprender-criptomonedas\/cripto\/bitcoin\/\">BTC<\/a>, <a href=\"https:\/\/investx.fr\/es\/aprender-criptomonedas\/cripto\/ethereum\/\">ETH<\/a>, SOL<\/li>\n  <li><strong>Acciones<\/strong>: incluyendo exposici\u00f3n a empresas en fase pre-IPO mediante tokens<\/li>\n  <li><strong>Materias primas<\/strong>: oro, plata, petr\u00f3leo<\/li>\n  <li><strong>Forex<\/strong>: pares de divisas principales<\/li>\n<\/ul>\n\n\n\n<p>Esta diversificaci\u00f3n refleja la ambici\u00f3n de <strong>Wallet V<\/strong>: no limitarse al mercado cripto, sino ofrecer una infraestructura de agentes capaces de operar en el conjunto de los <strong>mercados financieros tokenizados<\/strong>. <strong>Adam Cai<\/strong>, fundador y CEO de <strong>Virgo Group<\/strong>, resume el enfoque as\u00ed: <em>\u00abLos usuarios eligen ahora su modelo de IA igual que las instituciones eval\u00faan a sus gestores: analizando resultados observables a lo largo del tiempo.\u00bb<\/em><\/p>\n\n\n\n<p><strong>Virgo Group<\/strong> cuenta con el respaldo de inversores como <strong>Draper Dragon<\/strong>, <strong>OKX Ventures<\/strong> y <strong>Cobo Ventures<\/strong>. El benchmark est\u00e1 alojado directamente en el sitio de <strong>Wallet V<\/strong> y se actualiza de forma continua a medida que se despliegan nuevos agentes.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"lo-que-cambiaran-las-proximas-versiones-del-benchmark\">Lo que cambiar\u00e1n las pr\u00f3ximas versiones del benchmark<\/h2>\n\n\n\n<p><strong>Wallet V<\/strong> ha anunciado varias mejoras para las pr\u00f3ximas iteraciones del benchmark. Entre las novedades previstas: la incorporaci\u00f3n de <strong>nuevas familias de LLM<\/strong>, el soporte para <strong><a href=\"https:\/\/investx.fr\/es\/prediccion\/\">mercados de predicci\u00f3n<\/a><\/strong>, funcionalidades de anal\u00edtica avanzada para el <strong>copilot trading<\/strong> y la generaci\u00f3n de prompts de IA personalizados seg\u00fan el estilo de trading de cada usuario.<\/p>\n\n\n\n<p>Esta \u00faltima funcionalidad resulta especialmente destacable: apunta a un <strong>bucle de mejora continua<\/strong> en el que el agente se adapta al perfil de riesgo y las preferencias del usuario, en lugar de aplicar una estrategia gen\u00e9rica. Es precisamente este tipo de <strong>personalizaci\u00f3n<\/strong> lo que distingue una herramienta institucional de un simple <strong>bot de trading<\/strong>.<\/p>\n\n\n\n<p>El <strong>benchmark p\u00fablico<\/strong> de <strong>Wallet V<\/strong> representa una iniciativa poco habitual en el ecosistema: la mayor\u00eda de las soluciones de <strong>agentes IA de trading<\/strong> siguen siendo cajas negras. Hacer estos datos accesibles \u2014 aunque sea de forma agregada \u2014 introduce un est\u00e1ndar de <strong><a href=\"https:\/\/investx.fr\/es\/invertir-criptomonedas\/regulation\/\">transparencia y rendici\u00f3n de cuentas<\/a><\/strong> que podr\u00eda marcar tendencia en el sector del <strong>trading algor\u00edtmico descentralizado<\/strong>.<\/p>\n\n\n\n<div class=\"related-articles\">\n\n\n\n<h3 class=\"wp-block-heading\" class=\"wp-block-heading\" id=\"articulos-relacionados\">Art\u00edculos relacionados :<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/investx.fr\/es\/noticias-cripto\/ballenas-bitcoin-liquidan-posiciones-btc-rebota-65000\/\">Las ballenas de Bitcoin liquidan sus posiciones: el BTC rebota desde los 65.000 $<\/a><\/li>\n<li><a href=\"https:\/\/investx.fr\/es\/noticias-cripto\/cardano-1096-btc-2016-hoskinson-responde\/\">Los 1.096 BTC desaparecidos de Cardano: Hoskinson rompe su silencio<\/a><\/li>\n<li><a href=\"https:\/\/investx.fr\/es\/noticias-cripto\/bittensor-tao-sube-28-restricciones-anthropic-300-dolares\/\">Bittensor sube un 28%: las restricciones de Anthropic impulsan TAO hacia los 300$<\/a><\/li>\n<\/ul>\n\n\n\n<\/div>\n<script type=\"application\/ld+json\">{\"@context\": \"https:\/\/schema.org\", \"@graph\": [{\"@type\": \"Organization\", \"@id\": \"https:\/\/investx.fr#organization\", \"name\": \"InvestX\", \"url\": \"https:\/\/investx.fr\", \"logo\": {\"@type\": \"ImageObject\", \"@id\": \"https:\/\/investx.fr#logo\", \"url\": \"https:\/\/media.investx.fr\/wp-content\/uploads\/sites\/4\/logo.png\", \"width\": 600, \"height\": 60, \"caption\": \"InvestX\"}, \"sameAs\": [\"https:\/\/twitter.com\/investx_fr\", \"https:\/\/www.linkedin.com\/company\/investx\", \"https:\/\/t.me\/investxpro\"], \"description\": \"M\u00e9dia francophone de r\u00e9f\u00e9rence sur les cryptomonnaies, le trading et la finance digitale.\"}, {\"@type\": \"WebSite\", \"@id\": \"https:\/\/investx.fr#website\", \"url\": \"https:\/\/investx.fr\", \"name\": \"InvestX\", \"publisher\": {\"@id\": \"https:\/\/investx.fr#organization\"}, \"potentialAction\": {\"@type\": \"SearchAction\", \"target\": \"https:\/\/investx.fr\/?s={search_term_string}\", \"query-input\": \"required name=search_term_string\"}}, {\"@type\": \"WebPage\", \"@id\": \"https:\/\/investx.fr\/es\/2026\/06\/15\/wallet-v-benchmark-publico-agentes-ia-trading-hyperliquid-aster\/#webpage\", \"url\": \"https:\/\/investx.fr\/es\/2026\/06\/15\/wallet-v-benchmark-publico-agentes-ia-trading-hyperliquid-aster\/\", \"name\": \"Wallet V publica un benchmark p\u00fablico de agentes IA de trading en Hyperliquid y Aster\", \"description\": \"\", \"inLanguage\": \"es\", \"isPartOf\": {\"@id\": \"https:\/\/investx.fr#website\"}, \"breadcrumb\": {\"@id\": \"https:\/\/investx.fr\/es\/2026\/06\/15\/wallet-v-benchmark-publico-agentes-ia-trading-hyperliquid-aster\/#breadcrumb\"}, \"primaryImageOfPage\": {\"@id\": \"https:\/\/investx.fr\/es\/2026\/06\/15\/wallet-v-benchmark-publico-agentes-ia-trading-hyperliquid-aster\/#primaryimage\"}}, {\"@type\": \"BreadcrumbList\", \"itemListElement\": [{\"@type\": \"ListItem\", \"position\": 1, \"name\": \"Home\", \"item\": \"https:\/\/investx.fr\/es\/\"}, {\"@type\": \"ListItem\", \"position\": 2, \"name\": \"Actualit\u00e9 Crypto\", \"item\": \"https:\/\/investx.fr\/es\/category\/actu-crypto\/\"}, {\"@type\": \"ListItem\", \"position\": 3, \"name\": \"Wallet V publica un benchmark p\u00fablico de agentes IA de trading en Hyperliquid y Aster\"}], \"@id\": \"https:\/\/investx.fr\/es\/2026\/06\/15\/wallet-v-benchmark-publico-agentes-ia-trading-hyperliquid-aster\/#breadcrumb\"}, {\"@type\": \"Person\", \"@id\": \"https:\/\/investx.fr\/auteurs\/lea#person\", \"name\": \"L\u00e9a\", \"url\": \"https:\/\/investx.fr\/auteurs\/lea\", \"worksFor\": {\"@type\": \"Organization\", \"name\": \"InvestX\", \"url\": \"https:\/\/investx.fr\"}}, {\"@type\": \"NewsArticle\", \"@id\": \"https:\/\/investx.fr\/es\/2026\/06\/15\/wallet-v-benchmark-publico-agentes-ia-trading-hyperliquid-aster\/#article\", \"isPartOf\": {\"@id\": \"https:\/\/investx.fr\/es\/2026\/06\/15\/wallet-v-benchmark-publico-agentes-ia-trading-hyperliquid-aster\/#webpage\"}, \"mainEntityOfPage\": {\"@id\": \"https:\/\/investx.fr\/es\/2026\/06\/15\/wallet-v-benchmark-publico-agentes-ia-trading-hyperliquid-aster\/#webpage\"}, \"headline\": \"Wallet V publica un benchmark p\u00fablico de agentes IA de trading en Hyperliquid y Aster\", \"description\": \"\", \"articleBody\": \"Wallet V publica un benchmark p\u00fablico de agentes IA de trading en Hyperliquid y Aster\\n\\nUn wallet Web3 en autocustodia acaba de alcanzar un hito sin precedentes: hacer p\u00fablicos los resultados reales de cientos de agentes IA configurados por sus usuarios en plataformas de derivados descentralizadas.\\n\\nDe los 688 agentes analizados, el 42 % cerr\u00f3 en territorio positivo \u2014 y el mejor registr\u00f3 un ROI de +307 %. Una brecha de rendimiento que plantea tantas preguntas como respuestas ofrece.\\n\\nEsto es lo q\", \"wordCount\": 621, \"inLanguage\": \"es\", \"datePublished\": \"2026-06-15T14:07:21.054665Z\", \"dateModified\": \"2026-06-15T14:07:21.054665Z\", \"articleSection\": \"Actualit\u00e9 Crypto\", \"publisher\": {\"@id\": \"https:\/\/investx.fr#organization\"}, \"author\": {\"@id\": \"https:\/\/investx.fr\/auteurs\/lea#person\"}, \"isAccessibleForFree\": true}]}<\/script>\n","protected":false},"excerpt":{"rendered":"<p>Wallet V revela el rendimiento real de 688 agentes IA de trading en Hyperliquid y Aster: el 42 % en positivo y un ROI m\u00e1ximo del +307 %.<\/p>\n","protected":false},"author":4,"featured_media":30523,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":"","faq_titre":"","questions_frequentes":"","custom_permalink":"noticias-cripto\/wallet-v-benchmark-publico-agentes-ia-trading-hyperliquid-aster"},"categories":[16,10],"tags":[],"class_list":["post-30993","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ia-noticias-cripto","category-noticias-cripto"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Wallet V: benchmark p\u00fablico de agentes IA en Hyperliquid<\/title>\n<meta name=\"description\" content=\"Wallet V revela el rendimiento real de 688 agentes IA de trading en Hyperliquid y Aster: el 42 % en positivo y un ROI m\u00e1ximo del +307 %.\" \/>\n<meta name=\"robots\" content=\"index, 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