{"id":35806,"date":"2026-05-27T12:16:22","date_gmt":"2026-05-27T10:16:22","guid":{"rendered":"https:\/\/www.codemotion.com\/magazine\/?p=35806"},"modified":"2026-05-27T12:22:41","modified_gmt":"2026-05-27T10:22:41","slug":"ingenieria-de-contexto-el-fin-del-prompt-engineering","status":"publish","type":"post","link":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/","title":{"rendered":"Ingenier\u00eda de contexto: \u00bfel fin del prompt engineering?"},"content":{"rendered":"\n<p>La ingenier\u00eda de contexto en IA est\u00e1 redefiniendo c\u00f3mo construimos sistemas inteligentes. Durante a\u00f1os nos obsesionamos con <strong><em>c\u00f3mo preguntar mejor<\/em><\/strong>. Afinamos prompts como quien pule un diamante. Pero lleg\u00f3 el momento de decirlo sin rodeos. <em>El problema nunca fue solo el prompt, el problema era <\/em><strong><em>el sistema alrededor del modelo;<\/em><\/strong> el prompt es la chispa, pero el contexto es el combustible.&nbsp;<\/p>\n\n\n\n<p>Si queremos que una IA deje de dar respuestas gen\u00e9ricas y empiece a actuar como un consultor de alto nivel, necesitamos dominar la <strong>Ingenier\u00eda de contexto (context engineering);<\/strong> la disciplina que est\u00e1 convirtiendo la IA de juguete viral, en infraestructura estrat\u00e9gica.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-que-es-la-ingenieria-de-contexto-ia-y-por-que-redefine-la-arquitectura-de-sistemas\"><strong>\u00bfQu\u00e9 es la ingenier\u00eda de contexto IA y por qu\u00e9 redefine la arquitectura de sistemas?<\/strong><\/h2>\n\n\n\n<p>Es el arte y la ciencia de <strong><em>dise\u00f1ar, operar y mantener sistemas din\u00e1micos<\/em><\/strong> que entregan a un LLM la informaci\u00f3n correcta, en el formato correcto, en el momento correcto\u2026 para que la tarea sea <em>plausiblemente resoluble<\/em>.<\/p>\n\n\n\n<p>Es la evoluci\u00f3n pr\u00e1ctica del prompt engineering, se trata de dise\u00f1ar qu\u00e9 informaci\u00f3n (memorias, historial, documentos, herramientas y reglas) entran al modelo en cada inferencia, para lograr respuestas coherentes y sostenibles en el tiempo, esto significa priorizar RAG, res\u00famenes contextuales y gesti\u00f3n de ventana de contexto para aplicaciones productivas.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-por-que-la-ingenieria-de-contexto-en-ia-importa-hoy-mas-que-nunca\"><strong>\u00bfPor qu\u00e9 la ingenier\u00eda de contexto en IA importa hoy m\u00e1s que nunca?<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em>El context engineering<\/em> es la pr\u00e1ctica de curar y orquestar el conjunto de tokens (instrucciones, historial, datos externos, herramientas) que el modelo ve en cada llamada, optimizando utilidad frente a l\u00edmites de ventana; el impacto pr\u00e1ctico es que evita olvidos, contradicciones y <em>\u201ccontext poisoning\u201d<\/em> en asistentes multi\u2011turno y agentes que integran APIs y bases de conocimiento.<\/li>\n<\/ul>\n\n\n\n<p>Y aqu\u00ed viene la analog\u00eda poderosa, seg\u00fan Andrej Karpathy <em>el <\/em><a href=\"https:\/\/x.com\/karpathy\/status\/1707437820045062561?s=20\" target=\"_blank\" rel=\"noreferrer noopener\"><em><strong>LLM es la CPU<\/strong><\/em><\/a>, la ventana de contexto es la RAM y la ingenier\u00eda de contexto es el sistema operativo. No metes toda la base de datos a la RAM y no cargas todo el disco duro \u201c<em>por si acaso<\/em>\u201d. Un buen sistema operativo decide <em>qu\u00e9 entra y qu\u00e9 no <\/em>y<em>e<\/em>so es ingenier\u00eda de contexto, la gesti\u00f3n estrat\u00e9gica de atenci\u00f3n artificial.<\/p>\n\n\n\n<p>A diferencia del prompt engineering, que se enfoca en <em>c\u00f3mo<\/em> preguntas, la ingenier\u00eda de contexto se encarga de <em>qu\u00e9 sabe<\/em> la IA antes de que abras la boca. Es el dise\u00f1o estrat\u00e9gico del entorno de datos, reglas y memoria que rodean a un LLM para maximizar su precisi\u00f3n y relevancia.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-ingenieria-de-contexto-ia-vs-prompt-engineering-la-diferencia-estructural\"><strong>Ingenier\u00eda de contexto IA vs prompt engineering: la diferencia estructural<\/strong><\/h3>\n\n\n\n<p>No son lo mismo, y entender la diferencia es lo que separa a un entusiasta de un arquitecto de IA. S\u00ed, el prompt engineering importa, pero es apenas una pieza del tablero. El prompt es la pregunta.&nbsp;<\/p>\n\n\n\n<p>La ingenier\u00eda de contexto es el <strong>ecosistema que hace que esa pregunta tenga sentido<\/strong>.<em>\u201cPero ahora tenemos modelos con millones de tokens\u2026\u201d, p<\/em>erfecto \u00bfy realmente queremos meter todo ah\u00ed dentro?. Dos palabras: <em>error estrat\u00e9gico<\/em>. Y cu\u00e1les son los problemas reales:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Lost in the middle: <\/strong>el modelo olvida lo que est\u00e1 enterrado en el medio.<\/li>\n\n\n\n<li><strong>Context rot: <\/strong>m\u00e1s tokens \u2260 mejor razonamiento.<\/li>\n\n\n\n<li><strong>Deriva de memoria:<\/strong> caducar entradas y auditar logs.<\/li>\n\n\n\n<li><strong>Costos\/latencia:<\/strong> cachear res\u00famenes y ajustar top_k.<\/li>\n<\/ul>\n\n\n\n<p>Y peor a\u00fan, modos de fallo que destruyen sistemas:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Context poisoning<\/strong>: alucinaciones que contaminan razonamientos futuros; validar fuentes y usar scoring.<\/li>\n\n\n\n<li><strong>Context distraction:<\/strong> demasiado ruido, poca se\u00f1al.<\/li>\n\n\n\n<li><strong>Context confusion:<\/strong> herramientas mal usadas por saturaci\u00f3n.<\/li>\n\n\n\n<li><strong>Context clash:<\/strong> instrucciones que se contradicen.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a class=\"alt=&quot;Arquitectura de ingenier\u00eda de contexto IA con RAG y memoria h\u00edbrida&quot;\" href=\"https:\/\/gemini.google.com\/b2f964ce-d7cc-4d66-8b80-4b3da9ec85b2\" target=\"_blank\" rel=\" noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/cdn-images-1.medium.com\/max\/800\/1*tzg2g9YSmyRv5A8q3BFZ-g.png\" alt=\"\"\/><\/a><\/figure>\n<\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-arquitectura-practica-de-ingenieria-de-contexto-ia-en-produccion\"><strong>Arquitectura pr\u00e1ctica de ingenier\u00eda de contexto IA en producci\u00f3n<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG inteligente:<\/strong> indexa documentos, recupera top\u2011k, resume antes de pasar al <a href=\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-prompts-y-el-potencial-oculto-de-los-llms\/\" id=\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-prompts-y-el-potencial-oculto-de-los-llms\/\">LLM<\/a>. No le pidas a la IA que <em>\u201crecuerde\u201d<\/em>, dale acceso a tus documentos en tiempo real; es pasar de un examen a libro cerrado a uno con toda la biblioteca a su disposici\u00f3n. La memoria ya no es opcional. Corto plazo (historial activo) y largo plazo (preferencias, datos hist\u00f3ricos, conocimiento persistente). RAG es la columna vertebral de sistemas conectados a datos privados.<\/li>\n\n\n\n<li><strong>Memoria h\u00edbrida:<\/strong> corta memoria de sesi\u00f3n + perfil persistente; expira entradas irrelevantes.<\/li>\n\n\n\n<li><strong>Schemas y validaci\u00f3n:<\/strong> define salidas estructuradas (JSON Schema) y valida antes de usar.<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/la-orquestacion-como-el-adn-del-agente-de-ia\/\" id=\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/la-orquestacion-como-el-adn-del-agente-de-ia\/\">Orquestador<\/a> de contexto:<\/strong> pipeline que decide qu\u00e9 incluir seg\u00fan intenci\u00f3n, coste y latencia.<\/li>\n\n\n\n<li><strong>Arquitectura de memoria din\u00e1mica:<\/strong> implementar sistemas que jerarquicen la informaci\u00f3n. \u00bfQu\u00e9 es vital hoy?, \u00bfqu\u00e9 es hist\u00f3rico?. Filtrar el ruido es clave para no quemar tokens innecesarios.<\/li>\n\n\n\n<li><strong>Knowledge Graphs (grafos de conocimiento):<\/strong> no solo entregues datos planos, define las relaciones entre conceptos. Si la IA entiende c\u00f3mo se conecta tu c\u00f3digo con tu modelo de negocio, la magia sucede. Adem\u00e1s, protocolos emergentes como MCP funcionan como un \u201cUSB-C de la IA\u201d: estandarizan c\u00f3mo agentes y acceden a herramientas externas. Infraestructura &gt; improvisaci\u00f3n.<\/li>\n\n\n\n<li><strong>Few-Shot prompting estructurado:<\/strong> dale ejemplos de <em>\u201c\u00e9xito\u201d<\/em> con una est\u00e9tica visual limpia. Si le muestras c\u00f3mo se ve un entregable perfecto, lo replicar\u00e1 con precisi\u00f3n quir\u00fargica.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-prompt-engineering-vs-context-engineering-comparativa-integral\"><strong>Prompt Engineering vs Context Engineering\u200a\u2014\u200aComparativa Integral<\/strong><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/cdn-images-1.medium.com\/max\/800\/1*rpUYOg3Kqpl3lNutjATU8g.jpeg\" alt=\"\"\/><\/figure>\n<\/div>\n\n\n<h4 class=\"wp-block-heading\" id=\"h-ejemplo-prompt-engineering-simple\"><strong><em>Ejemplo prompt engineering (simple)<\/em><\/strong><\/h4>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-1\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># Prompt engineering: one-shot instruction<\/span>\nprompt = <span class=\"hljs-string\">\"\"<\/span><span class=\"hljs-string\">\"\nYou are an expert product manager.\nSummarize the following spec in 3 bullets:\n{spec_text}\n\"<\/span><span class=\"hljs-string\">\"\"<\/span>\nresponse = llm.generate(prompt.format(spec_text=spec))<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-1\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p><strong><em>Explicaci\u00f3n:<\/em><\/strong> define rol y formato; \u00fatil para tareas puntuales.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-ejemplo-context-engineering-rag-summarizer-python-pseudo-funcional\"><strong><em>Ejemplo context engineering (RAG + summarizer)\u200a\u2014\u200apython pseudo\u2011funcional<\/em><\/strong><\/h4>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-2\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># 1. Retrieve<\/span>\ndocs = vector_db.search(query, top_k=<span class=\"hljs-number\">5<\/span>)\n\n<span class=\"hljs-comment\"># 2. Summarize retrieved docs to fit window<\/span>\nsummary = llm.generate(<span class=\"hljs-string\">\"Summarize these docs in 150 tokens:\\n\\n\"<\/span> + <span class=\"hljs-string\">\"\\n\\n\"<\/span>.join(docs))\n\n<span class=\"hljs-comment\"># 3. Compose system + memory + summary<\/span>\nsystem = <span class=\"hljs-string\">\"You are a product assistant. Follow company rules: ... \"<\/span>\ncontext = system + <span class=\"hljs-string\">\"\\n\\nUser profile:\\n\"<\/span> + user_profile + <span class=\"hljs-string\">\"\\n\\nDocs summary:\\n\"<\/span> + summary + <span class=\"hljs-string\">\"\\n\\nUser question:\\n\"<\/span> + query\n\n<span class=\"hljs-comment\"># 4. Call LLM<\/span>\nanswer = llm.generate(context)<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-2\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p><em><strong>Explicaci\u00f3n:<\/strong> <\/em>retrieval reduce ruido; summarizer condensa para la ventana; composici\u00f3n prioriza reglas y perfil antes de la pregunta.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a class=\"alt=&quot;Gesti\u00f3n de ventana en ingenier\u00eda de contexto IA para LLM&quot;\" href=\"https:\/\/gemini.google.com\/13fe532e-2f2f-43e1-a84a-33b8462fb0cc\" target=\"_blank\" rel=\" noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/cdn-images-1.medium.com\/max\/800\/1*4BGyk0aJM0CVTazsbpKOAQ.png\" alt=\"\"\/><\/a><\/figure>\n<\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-los-4-pilares-que-sostienen-sistemas-inteligentes\"><strong>Los 4 pilares que sostienen sistemas inteligentes<\/strong><\/h3>\n\n\n\n<p>La ingenier\u00eda de contexto se apoya en cuatro estrategias claras:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><em>Escribir (write): <\/em><\/strong>guardar informaci\u00f3n fuera de la ventana inmediata: scratchpads, memorias persistentes, bases vectoriales. No todo debe vivir en RAM.<\/li>\n\n\n\n<li><strong><em>Seleccionar (select): <\/em><\/strong>recuperar solo tokens de alta se\u00f1al mediante: RAG, b\u00fasqueda h\u00edbrida (vectorial + keyword) y re-ranking. Aqu\u00ed entran piezas clave como: elasticsearch (b\u00fasqueda h\u00edbrida y fragmentaci\u00f3n sem\u00e1ntica) y weaviate (recuperaci\u00f3n sem\u00e1ntica avanzada). La pregunta no es \u201c\u00bfqu\u00e9 tengo?\u201d, es \u201c\u00bfqu\u00e9 necesita exactamente el modelo ahora?\u201d.<\/li>\n\n\n\n<li><strong><em>Comprimir (compress): <\/em><\/strong>resumir, compactar, podar. La atenci\u00f3n es presupuesto, si no optimizas tokens, pagas en precisi\u00f3n.<\/li>\n\n\n\n<li><strong><em>Aislar (isolate): <\/em><\/strong>dividir tareas entre m\u00faltiples agentes. Contextos limpios, ventanas enfocadas y menos contaminaci\u00f3n cruzada. Frameworks que habilitan esto: <em>LangGraph<\/em> (gesti\u00f3n de estados complejos) y <em>LlamaIndex<\/em> (orquestaci\u00f3n y parsing estructurado).<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-el-futuro-de-la-ingenieria-de-contexto-ia-en-sistemas-inteligentes\"><strong>El futuro de la ingenier\u00eda de contexto IA en sistemas inteligentes<\/strong><\/h2>\n\n\n\n<p>La ingenier\u00eda de contexto no se trata de escribir prompts m\u00e1s ingeniosos, se trata de <strong>dise\u00f1ar flujos de informaci\u00f3n<\/strong>. <em>Arquitectura primero y optimizaci\u00f3n despu\u00e9s. <\/em>Estamos viendo el nacimiento de una nueva capa de ingenier\u00eda:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Arquitectos de memoria.<\/li>\n\n\n\n<li>Dise\u00f1adores de flujos cognitivos.<\/li>\n\n\n\n<li>Ingenieros de atenci\u00f3n artificial.<\/li>\n<\/ul>\n\n\n\n<p>La pr\u00f3xima ventaja competitiva no ser\u00e1 \u201cqui\u00e9n tiene el modelo m\u00e1s grande\u201d, ser\u00e1 <em>qui\u00e9n gestiona mejor el contexto. <\/em>Dominar el contexto es lo que permite que la tecnolog\u00eda sea funcional, llamativa y, sobre todo, <strong>estrat\u00e9gica<\/strong>. No construyas mensajes, construye mundos.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a class=\"alt=&quot;Pipeline de ingenier\u00eda de contexto IA en producci\u00f3n&quot;\" href=\"https:\/\/gemini.google.com\/c5339022-fef7-4b49-a09d-30ad29427391\" target=\"_blank\" rel=\" noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/cdn-images-1.medium.com\/max\/800\/1*3ssJ7j5mckzVtVRcgboLLg.png\" alt=\"\"\/><\/a><\/figure>\n<\/div>\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>La ingenier\u00eda de contexto en IA est\u00e1 redefiniendo c\u00f3mo construimos sistemas inteligentes. Durante a\u00f1os nos obsesionamos con c\u00f3mo preguntar mejor. Afinamos prompts como quien pule un diamante. Pero lleg\u00f3 el momento de decirlo sin rodeos. El problema nunca fue solo el prompt, el problema era el sistema alrededor del modelo; el prompt es la chispa,&#8230; <a class=\"more-link\" href=\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/\">Read more<\/a><\/p>\n","protected":false},"author":313,"featured_media":35891,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","_uag_custom_page_level_css":"","_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[10598],"tags":[13952,10664,13744],"collections":[12986,13269],"class_list":{"0":"post-35806","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-inteligencia-artificial","8":"tag-context-engineering","9":"tag-ia","10":"tag-llms-es","11":"collections-ai-es","12":"collections-llms-es","13":"entry"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.9 (Yoast SEO v27.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Ingenier\u00eda de contexto en IA: \u00bfel fin del prompt engineering?<\/title>\n<meta name=\"description\" content=\"La ingenier\u00eda de contexto IA supera el prompt engineering con memoria, RAG y arquitectura para sistemas inteligentes consistentes.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ingenier\u00eda de contexto: \u00bfel fin del prompt engineering?\" \/>\n<meta property=\"og:description\" content=\"La ingenier\u00eda de contexto IA supera el prompt engineering con memoria, RAG y arquitectura para sistemas inteligentes consistentes.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/\" \/>\n<meta property=\"og:site_name\" content=\"Codemotion Magazine\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/Codemotion.Italy\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-05-27T10:16:22+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-27T10:22:41+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ.png\" \/>\n\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t<meta property=\"og:image:height\" content=\"436\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Orli Dun\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@CodemotionIT\" \/>\n<meta name=\"twitter:site\" content=\"@CodemotionIT\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Orli Dun\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/es\\\/inteligencia-artificial\\\/ingenieria-de-contexto-el-fin-del-prompt-engineering\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/es\\\/inteligencia-artificial\\\/ingenieria-de-contexto-el-fin-del-prompt-engineering\\\/\"},\"author\":{\"name\":\"Orli Dun\",\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/#\\\/schema\\\/person\\\/37ca255c359cc54110ac89eb4fa7db42\"},\"headline\":\"Ingenier\u00eda de contexto: \u00bfel fin del prompt engineering?\",\"datePublished\":\"2026-05-27T10:16:22+00:00\",\"dateModified\":\"2026-05-27T10:22:41+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/es\\\/inteligencia-artificial\\\/ingenieria-de-contexto-el-fin-del-prompt-engineering\\\/\"},\"wordCount\":1167,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/es\\\/inteligencia-artificial\\\/ingenieria-de-contexto-el-fin-del-prompt-engineering\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/1_7Bj4VjULjh7Wy3Ai6bCPRQ.png\",\"keywords\":[\"Context Engineering\",\"IA\",\"LLMs\"],\"articleSection\":[\"Inteligencia Artificial\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/es\\\/inteligencia-artificial\\\/ingenieria-de-contexto-el-fin-del-prompt-engineering\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/es\\\/inteligencia-artificial\\\/ingenieria-de-contexto-el-fin-del-prompt-engineering\\\/\",\"url\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/es\\\/inteligencia-artificial\\\/ingenieria-de-contexto-el-fin-del-prompt-engineering\\\/\",\"name\":\"Ingenier\u00eda de contexto en IA: \u00bfel fin del prompt engineering?\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/es\\\/inteligencia-artificial\\\/ingenieria-de-contexto-el-fin-del-prompt-engineering\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/es\\\/inteligencia-artificial\\\/ingenieria-de-contexto-el-fin-del-prompt-engineering\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/1_7Bj4VjULjh7Wy3Ai6bCPRQ.png\",\"datePublished\":\"2026-05-27T10:16:22+00:00\",\"dateModified\":\"2026-05-27T10:22:41+00:00\",\"description\":\"La ingenier\u00eda de contexto IA supera el prompt engineering con memoria, RAG y arquitectura para sistemas inteligentes consistentes.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/es\\\/inteligencia-artificial\\\/ingenieria-de-contexto-el-fin-del-prompt-engineering\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/es\\\/inteligencia-artificial\\\/ingenieria-de-contexto-el-fin-del-prompt-engineering\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/es\\\/inteligencia-artificial\\\/ingenieria-de-contexto-el-fin-del-prompt-engineering\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/1_7Bj4VjULjh7Wy3Ai6bCPRQ.png\",\"contentUrl\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/1_7Bj4VjULjh7Wy3Ai6bCPRQ.png\",\"width\":800,\"height\":436},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/es\\\/inteligencia-artificial\\\/ingenieria-de-contexto-el-fin-del-prompt-engineering\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Inteligencia Artificial\",\"item\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/es\\\/inteligencia-artificial\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Ingenier\u00eda de contexto: \u00bfel fin del prompt engineering?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/#website\",\"url\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/\",\"name\":\"Codemotion Magazine\",\"description\":\"We code the future. Together\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/#organization\",\"name\":\"Codemotion\",\"url\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/wp-content\\\/uploads\\\/2019\\\/11\\\/codemotionlogo.png\",\"contentUrl\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/wp-content\\\/uploads\\\/2019\\\/11\\\/codemotionlogo.png\",\"width\":225,\"height\":225,\"caption\":\"Codemotion\"},\"image\":{\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/Codemotion.Italy\\\/\",\"https:\\\/\\\/x.com\\\/CodemotionIT\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/#\\\/schema\\\/person\\\/37ca255c359cc54110ac89eb4fa7db42\",\"name\":\"Orli Dun\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/alura-profile-100x100.png\",\"url\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/alura-profile-100x100.png\",\"contentUrl\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/alura-profile-100x100.png\",\"caption\":\"Orli Dun\"},\"description\":\"From finance to the digital revolution! Systems Engineer | Cloud &amp; AI | Tech Creator | Community Manager at Alura Latam #foramillionfriends\",\"sameAs\":[\"https:\\\/\\\/orlidun.vercel.app\\\/\",\"https:\\\/\\\/www.linkedin.com\\\/in\\\/orlibetdungonzalez\"],\"url\":\"https:\\\/\\\/www.codemotion.com\\\/magazine\\\/author\\\/orli-dun\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Ingenier\u00eda de contexto en IA: \u00bfel fin del prompt engineering?","description":"La ingenier\u00eda de contexto IA supera el prompt engineering con memoria, RAG y arquitectura para sistemas inteligentes consistentes.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/","og_locale":"en_US","og_type":"article","og_title":"Ingenier\u00eda de contexto: \u00bfel fin del prompt engineering?","og_description":"La ingenier\u00eda de contexto IA supera el prompt engineering con memoria, RAG y arquitectura para sistemas inteligentes consistentes.","og_url":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/","og_site_name":"Codemotion Magazine","article_publisher":"https:\/\/www.facebook.com\/Codemotion.Italy\/","article_published_time":"2026-05-27T10:16:22+00:00","article_modified_time":"2026-05-27T10:22:41+00:00","og_image":[{"width":800,"height":436,"url":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ.png","type":"image\/png"}],"author":"Orli Dun","twitter_card":"summary_large_image","twitter_creator":"@CodemotionIT","twitter_site":"@CodemotionIT","twitter_misc":{"Written by":"Orli Dun","Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/#article","isPartOf":{"@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/"},"author":{"name":"Orli Dun","@id":"https:\/\/www.codemotion.com\/magazine\/#\/schema\/person\/37ca255c359cc54110ac89eb4fa7db42"},"headline":"Ingenier\u00eda de contexto: \u00bfel fin del prompt engineering?","datePublished":"2026-05-27T10:16:22+00:00","dateModified":"2026-05-27T10:22:41+00:00","mainEntityOfPage":{"@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/"},"wordCount":1167,"commentCount":0,"publisher":{"@id":"https:\/\/www.codemotion.com\/magazine\/#organization"},"image":{"@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/#primaryimage"},"thumbnailUrl":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ.png","keywords":["Context Engineering","IA","LLMs"],"articleSection":["Inteligencia Artificial"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/","url":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/","name":"Ingenier\u00eda de contexto en IA: \u00bfel fin del prompt engineering?","isPartOf":{"@id":"https:\/\/www.codemotion.com\/magazine\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/#primaryimage"},"image":{"@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/#primaryimage"},"thumbnailUrl":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ.png","datePublished":"2026-05-27T10:16:22+00:00","dateModified":"2026-05-27T10:22:41+00:00","description":"La ingenier\u00eda de contexto IA supera el prompt engineering con memoria, RAG y arquitectura para sistemas inteligentes consistentes.","breadcrumb":{"@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/#primaryimage","url":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ.png","contentUrl":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ.png","width":800,"height":436},{"@type":"BreadcrumbList","@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ingenieria-de-contexto-el-fin-del-prompt-engineering\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.codemotion.com\/magazine\/"},{"@type":"ListItem","position":2,"name":"Inteligencia Artificial","item":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/"},{"@type":"ListItem","position":3,"name":"Ingenier\u00eda de contexto: \u00bfel fin del prompt engineering?"}]},{"@type":"WebSite","@id":"https:\/\/www.codemotion.com\/magazine\/#website","url":"https:\/\/www.codemotion.com\/magazine\/","name":"Codemotion Magazine","description":"We code the future. Together","publisher":{"@id":"https:\/\/www.codemotion.com\/magazine\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.codemotion.com\/magazine\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.codemotion.com\/magazine\/#organization","name":"Codemotion","url":"https:\/\/www.codemotion.com\/magazine\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.codemotion.com\/magazine\/#\/schema\/logo\/image\/","url":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2019\/11\/codemotionlogo.png","contentUrl":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2019\/11\/codemotionlogo.png","width":225,"height":225,"caption":"Codemotion"},"image":{"@id":"https:\/\/www.codemotion.com\/magazine\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/Codemotion.Italy\/","https:\/\/x.com\/CodemotionIT"]},{"@type":"Person","@id":"https:\/\/www.codemotion.com\/magazine\/#\/schema\/person\/37ca255c359cc54110ac89eb4fa7db42","name":"Orli Dun","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/04\/alura-profile-100x100.png","url":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/04\/alura-profile-100x100.png","contentUrl":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/04\/alura-profile-100x100.png","caption":"Orli Dun"},"description":"From finance to the digital revolution! Systems Engineer | Cloud &amp; AI | Tech Creator | Community Manager at Alura Latam #foramillionfriends","sameAs":["https:\/\/orlidun.vercel.app\/","https:\/\/www.linkedin.com\/in\/orlibetdungonzalez"],"url":"https:\/\/www.codemotion.com\/magazine\/author\/orli-dun\/"}]}},"featured_image_src":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ-600x400.png","featured_image_src_square":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ-600x436.png","author_info":{"display_name":"Orli Dun","author_link":"https:\/\/www.codemotion.com\/magazine\/author\/orli-dun\/"},"uagb_featured_image_src":{"full":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ.png",800,436,false],"thumbnail":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ-150x150.png",150,150,true],"medium":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ-300x164.png",300,164,true],"medium_large":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ-768x419.png",768,419,true],"large":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ.png",800,436,false],"1536x1536":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ.png",800,436,false],"2048x2048":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ.png",800,436,false],"small-home-featured":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ-100x100.png",100,100,true],"sidebar-featured":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ-180x128.png",180,128,true],"genesis-singular-images":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ.png",800,436,false],"archive-featured":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ-400x225.png",400,225,true],"gb-block-post-grid-landscape":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ-600x400.png",600,400,true],"gb-block-post-grid-square":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/05\/1_7Bj4VjULjh7Wy3Ai6bCPRQ-600x436.png",600,436,true]},"uagb_author_info":{"display_name":"Orli Dun","author_link":"https:\/\/www.codemotion.com\/magazine\/author\/orli-dun\/"},"uagb_comment_info":0,"uagb_excerpt":"La ingenier\u00eda de contexto en IA est\u00e1 redefiniendo c\u00f3mo construimos sistemas inteligentes. Durante a\u00f1os nos obsesionamos con c\u00f3mo preguntar mejor. Afinamos prompts como quien pule un diamante. Pero lleg\u00f3 el momento de decirlo sin rodeos. El problema nunca fue solo el prompt, el problema era el sistema alrededor del modelo; el prompt es la chispa,&#8230;&hellip;","lang":"es","_links":{"self":[{"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/posts\/35806","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/users\/313"}],"replies":[{"embeddable":true,"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/comments?post=35806"}],"version-history":[{"count":2,"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/posts\/35806\/revisions"}],"predecessor-version":[{"id":35893,"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/posts\/35806\/revisions\/35893"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/media\/35891"}],"wp:attachment":[{"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/media?parent=35806"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/categories?post=35806"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/tags?post=35806"},{"taxonomy":"collections","embeddable":true,"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/collections?post=35806"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}