{"id":35516,"date":"2026-04-09T10:20:39","date_gmt":"2026-04-09T08:20:39","guid":{"rendered":"https:\/\/www.codemotion.com\/magazine\/?p=35516"},"modified":"2026-04-09T10:20:42","modified_gmt":"2026-04-09T08:20:42","slug":"ai-stack-desde-ml-hasta-agentic-ai","status":"publish","type":"post","link":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/","title":{"rendered":"AI Stack: desde ML hasta agentic\u00a0AI"},"content":{"rendered":"\n<p>El <strong>AI Stack desde Machine Learning hasta Agentic AI<\/strong> explica c\u00f3mo se organiza realmente la inteligencia artificial moderna. M\u00e1s que una sola tecnolog\u00eda, la IA es un ecosistema de capas interconectadas donde cada nivel, desde el aprendizaje autom\u00e1tico hasta los agentes aut\u00f3nomos; construye capacidades cada vez m\u00e1s complejas.<\/p>\n\n\n\n<p>La inteligencia artificial ha dejado de ser interpretada como una herramienta aislada para consolidarse como un ecosistema din\u00e1mico de capas interconectadas, donde cada nivel sustenta la innovaci\u00f3n del siguiente.&nbsp;<\/p>\n\n\n\n<p>En el 2026, la comprensi\u00f3n de esta estructura no es solo un requisito t\u00e9cnico, sino una necesidad estrat\u00e9gica para el liderazgo tecnol\u00f3gico, permitiendo identificar c\u00f3mo las piezas de este rompecabezas (desde el hardware fundacional hasta la autonom\u00eda ag\u00e9ntica), encajan para transformar la productividad global. La transici\u00f3n de sistemas que simplemente asisten a sistemas que ejecutan flujos de trabajo de forma independiente, marca el inicio de una nueva era industrial impulsada por la inteligencia conectada.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-como-funcionan-realmente-las-capas-que-estan-construyendo-el-futuro-de-la-inteligencia\"><strong>C\u00f3mo funcionan realmente las capas que est\u00e1n construyendo el futuro de la inteligencia<\/strong><\/h2>\n\n\n\n<p>La inteligencia artificial suele presentarse como un concepto \u00fanico, casi m\u00e1gico. Pero la realidad es mucho m\u00e1s interesante: <strong>la IA es un ecosistema de capas tecnol\u00f3gicas<\/strong>, construido durante d\u00e9cadas de investigaci\u00f3n, donde cada nivel se apoya sobre el anterior.<\/p>\n\n\n\n<p>Entender este <strong>AI Stack<\/strong> no solo ayuda a evitar confusiones entre t\u00e9rminos como <em>Machine Learning<\/em>, <em>Deep Learning<\/em> o <em>Generative AI<\/em>, sino que tambi\u00e9n permite dise\u00f1ar mejores sistemas, elegir tecnolog\u00edas adecuadas y anticipar hacia d\u00f3nde se dirige la industria. Para entender el <strong>AI Stack desde Machine Learning hasta Agentic AI<\/strong>, es necesario observar c\u00f3mo cada capa evoluciona sobre la anterior.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-nbsp-artificial-intelligence-ai\"><strong>&nbsp;Artificial Intelligence (AI)<\/strong><\/h3>\n\n\n\n<p>La <strong>IA<\/strong> es el campo general que busca crear sistemas capaces de realizar tareas que normalmente requieren inteligencia humana: razonamiento, aprendizaje, percepci\u00f3n o toma de decisiones. <em>Ejemplos cl\u00e1sicos<\/em>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Chatbots.<\/li>\n\n\n\n<li>Sistemas de recomendaci\u00f3n.<\/li>\n\n\n\n<li>Robots industriales.<\/li>\n\n\n\n<li>Sistemas de diagn\u00f3stico m\u00e9dico.<\/li>\n<\/ul>\n\n\n\n<p>La IA moderna combina m\u00faltiples enfoques: l\u00f3gica simb\u00f3lica, aprendizaje autom\u00e1tico, modelos probabil\u00edsticos y redes neuronales. Hist\u00f3ricamente, los primeros sistemas de IA eran <strong><em>rule-based systems<\/em><\/strong>:<\/p>\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\">def loan_approval(income, credit_score):\n    <span class=\"hljs-keyword\">if<\/span> income &gt; <span class=\"hljs-number\">50000<\/span> <span class=\"hljs-keyword\">and<\/span> credit_score &gt; <span class=\"hljs-number\">700<\/span>:\n        <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-string\">\"Approved\"<\/span>\n    <span class=\"hljs-keyword\">else<\/span>:\n        <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-string\">\"Denied\"<\/span><\/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>Este tipo de sistema no aprende, s\u00f3lo ejecuta reglas definidas por humanos; por eso surgi\u00f3 la siguiente capa.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a class=\"alt=&quot;arquitectura de Agentic AI dentro del AI Stack&quot;\" href=\"https:\/\/cdn-images-1.medium.com\/max\/800\/1*2SJqfZF0cRwCgGC2_zBsww.png\" target=\"_blank\" rel=\" noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"447\" src=\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/12SJqfZF0cRwCgGC2_zBsww.png\" alt=\"\" class=\"wp-image-35659\" srcset=\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/12SJqfZF0cRwCgGC2_zBsww.png 800w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/12SJqfZF0cRwCgGC2_zBsww-300x168.png 300w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/12SJqfZF0cRwCgGC2_zBsww-768x429.png 768w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/12SJqfZF0cRwCgGC2_zBsww-400x225.png 400w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/a><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-machine-learning-nbsp-ml\"><strong>Machine Learning&nbsp;(ML)<\/strong><\/h3>\n\n\n\n<p>Es un subconjunto de la IA donde los sistemas <strong>aprenden patrones a partir de datos<\/strong>, sin ser programados expl\u00edcitamente para cada caso. En lugar de definir reglas, entrenamos modelos. <em>Ejemplo<\/em>: clasificaci\u00f3n con <strong>Scikit-Learn<\/strong>.<\/p>\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\">from sklearn.datasets import load_iris\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.ensemble import RandomForestClassifier\n\n<span class=\"hljs-comment\"># dataset<\/span>\nX, y = load_iris(return_X_y=<span class=\"hljs-keyword\">True<\/span>)\n\n<span class=\"hljs-comment\"># dividir datos<\/span>\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=<span class=\"hljs-number\">0.2<\/span>)\n\n<span class=\"hljs-comment\"># modelo<\/span>\nmodel = RandomForestClassifier()\n\n<span class=\"hljs-comment\"># entrenamiento<\/span>\nmodel.fit(X_train, y_train)\n\n<span class=\"hljs-comment\"># predicci\u00f3n<\/span>\npredictions = model.predict(X_test)\n\n<span class=\"hljs-keyword\">print<\/span>(predictions&#91;:<span class=\"hljs-number\">5<\/span>])<\/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<ul class=\"wp-block-list\">\n<li><strong><em>Casos de uso comunes<\/em><\/strong>: predicci\u00f3n de fraude, recomendaci\u00f3n de productos, predicci\u00f3n de demanda o an\u00e1lisis de <em>churn<\/em>. Pero el ML tradicional tiene l\u00edmites cuando los datos son <strong>muy complejos o de alta dimensi\u00f3n; <\/strong>ah\u00ed entran las redes neuronales.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-neural-networks-nbsp-nn\"><strong>Neural Networks&nbsp;(NN)<\/strong><\/h3>\n\n\n\n<p>Se inspiran en la estructura del cerebro humano: nodos interconectados que procesan informaci\u00f3n. Cada neurona artificial calcula:<\/p>\n\n\n<pre class=\"wp-block-code\"><span><code class=\"hljs\">output = activation(weight * input + bias)<\/code><\/span><\/pre>\n\n\n<p>Las redes modernas se entrenan mediante <strong><em>backpropagation<\/em><\/strong>, un algoritmo que ajusta los pesos para minimizar el error. <strong><em>Ejemplo en PyTorch<\/em><\/strong><em>:<\/em><\/p>\n\n\n<pre class=\"wp-block-code\"><span><code class=\"hljs\">import torch\nimport torch.nn as nn\n\n# red neuronal simple\nclass NeuralNetwork(nn.Module):\n    def __init__(self):\n        super().__init__()\n        self.layer1 = nn.Linear(4, 8)\n        self.layer2 = nn.Linear(8, 3)\n\n    def forward(self, x):\n        x = torch.relu(self.layer1(x))\n        x = self.layer2(x)\n        return x\n\nmodel = NeuralNetwork()\n\nsample = torch.rand((1,4))\noutput = model(sample)\n\nprint(output)<\/code><\/span><\/pre>\n\n\n<ul class=\"wp-block-list\">\n<li><strong><em>Aplicaciones t\u00edpicas<\/em><\/strong>: reconocimiento de im\u00e1genes, procesamiento del lenguaje, detecci\u00f3n de anomal\u00edas o predicci\u00f3n financiera. Pero cuando estas redes crecen en profundidad\u2026 ocurre algo poderoso.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-deep-learning-nbsp-dl\"><strong>Deep Learning&nbsp;(DL)<\/strong><\/h3>\n\n\n\n<p>Es una evoluci\u00f3n de las redes neuronales: m\u00e1s capas, m\u00e1s datos, m\u00e1s poder computacional. Esto permiti\u00f3 avances hist\u00f3ricos en: visi\u00f3n por computadora, reconocimiento de voz, <a href=\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/deep-learning-y-redes-neuronales-una-guia-completa\/\" id=\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/deep-learning-y-redes-neuronales-una-guia-completa\/\">NLP<\/a> y conducci\u00f3n aut\u00f3noma. Los modelos modernos incluyen arquitecturas como: <em>CNN<\/em>, <em>RNN<\/em>, <em>Transformers<\/em>, <em>Autoencoders<\/em>, entre otras.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><em>Ejemplo simple de red profunda en TensorFlow<\/em><\/strong><\/li>\n<\/ul>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-3\" data-shcb-language-name=\"JavaScript\" data-shcb-language-slug=\"javascript\"><span><code class=\"hljs language-javascript\"><span class=\"hljs-keyword\">from<\/span> tensorflow <span class=\"hljs-keyword\">import<\/span> keras\n<span class=\"hljs-keyword\">from<\/span> tensorflow.keras <span class=\"hljs-keyword\">import<\/span> layers\n\nmodel = keras.Sequential(&#91;\n    layers.Dense(<span class=\"hljs-number\">128<\/span>, activation=<span class=\"hljs-string\">\"relu\"<\/span>),\n    layers.Dense(<span class=\"hljs-number\">64<\/span>, activation=<span class=\"hljs-string\">\"relu\"<\/span>),\n    layers.Dense(<span class=\"hljs-number\">10<\/span>, activation=<span class=\"hljs-string\">\"softmax\"<\/span>)\n])\n\nmodel.compile(\n    optimizer=<span class=\"hljs-string\">\"adam\"<\/span>,\n    loss=<span class=\"hljs-string\">\"sparse_categorical_crossentropy\"<\/span>,\n    metrics=&#91;<span class=\"hljs-string\">\"accuracy\"<\/span>]\n)\n\nprint(model.summary())<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-3\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">JavaScript<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">javascript<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>El deep learning permiti\u00f3 entrenar <strong><em>modelos generativos<\/em><\/strong>, capaces de crear contenido nuevo.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-generative-ai\"><strong>Generative AI<\/strong><\/h3>\n\n\n\n<p>Es una rama de la IA capaz de <strong>generar contenido nuevo<\/strong>: texto, im\u00e1genes, audio, c\u00f3digo o video. Entre los modelos generativos encontramos: <strong><em>GANs, VAEs, Diffusion models, LLMs<\/em>. <\/strong>Un ejemplo cl\u00e1sico es <strong>GAN (<em>Generative Adversarial Networks<\/em>)<\/strong>, donde dos redes compiten: <em>generador<\/em> y <em>discriminador, <\/em>esto permite crear datos sint\u00e9ticos realistas.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><em>Ejemplo conceptual en PyTorch<\/em><\/strong><\/li>\n<\/ul>\n\n\n<pre class=\"wp-block-code\"><span><code class=\"hljs\">import torch\nimport torch.nn as nn\n\nclass Generator(nn.Module):\n    def __init__(self):\n        super().__init__()\n        self.net = nn.Sequential(\n            nn.Linear(100, 256),\n            nn.ReLU(),\n            nn.Linear(256, 784),\n            nn.Tanh()\n        )\n\n    def forward(self, x):\n        return self.net(x)\n\ngenerator = Generator()\n\nnoise = torch.randn(1,100)\nfake_image = generator(noise)\n\nprint(fake_image.shape)<\/code><\/span><\/pre>\n\n\n<p>Hoy vemos generative AI en: <em>ChatGPT<\/em>, <em>Midjourney<\/em>, <em>Copilot<\/em>, <em>Claude<\/em>, <em>Gemini<\/em> y otros. Pero dentro de este mundo hay dos categor\u00edas clave.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a class=\"alt=&quot;capas del AI Stack desde Machine Learning hasta LLMs&quot;\" href=\"https:\/\/cdn-images-1.medium.com\/max\/800\/1*Hb2XSl0LAeMzz_EU-dADPQ.png\" target=\"_blank\" rel=\" noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"447\" src=\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1Hb2XSl0LAeMzz_EU-dADPQ.png\" alt=\"\" class=\"wp-image-35657\" srcset=\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1Hb2XSl0LAeMzz_EU-dADPQ.png 800w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1Hb2XSl0LAeMzz_EU-dADPQ-300x168.png 300w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1Hb2XSl0LAeMzz_EU-dADPQ-768x429.png 768w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1Hb2XSl0LAeMzz_EU-dADPQ-400x225.png 400w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/a><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-large-language-models-llms-y-small-language-models-nbsp-slms\"><strong>Large Language Models (LLMs) y Small Language Models&nbsp;(SLMs)<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><em>LLMs: <\/em><\/strong>son modelos gigantes con <strong>miles de millones de par\u00e1metros<\/strong>. Sus ventajas: el razonamiento complejo, la generaci\u00f3n extensa y la comprensi\u00f3n contextual profunda. Su arquitectura base: <strong>Transformers. <em>Ejemplo usando HuggingFace:<\/em><\/strong><\/li>\n<\/ul>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-4\" data-shcb-language-name=\"JavaScript\" data-shcb-language-slug=\"javascript\"><span><code class=\"hljs language-javascript\"><span class=\"hljs-keyword\">from<\/span> transformers <span class=\"hljs-keyword\">import<\/span> pipeline\n\ngenerator = pipeline(<span class=\"hljs-string\">\"text-generation\"<\/span>, model=<span class=\"hljs-string\">\"gpt2\"<\/span>)\n\ntext = generator(\n    <span class=\"hljs-string\">\"Artificial Intelligence will transform\"<\/span>,\n    max_length=<span class=\"hljs-number\">40<\/span>\n)\n\nprint(text)<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-4\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">JavaScript<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">javascript<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<ul class=\"wp-block-list\">\n<li><strong><em>SLMs: <\/em><\/strong>son versiones m\u00e1s compactas optimizadas para: menor latencia, menor consumo energ\u00e9tico y ejecuci\u00f3n local. Se usan en: dispositivos edge, automatizaci\u00f3n empresarial y asistentes embebidos. La tendencia actual en sistemas productivos es <strong>arquitecturas h\u00edbridas<\/strong>:<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-preformatted\"><strong>SLM<\/strong> -&gt; tareas r\u00e1pidas<br><strong>LLM<\/strong> -&gt; razonamiento complejo<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-ai-agents-y-agentic-nbsp-ai\"><strong>AI Agents y Agentic&nbsp;AI<\/strong><\/h3>\n\n\n\n<p>La capa m\u00e1s reciente es <strong><a href=\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/agentes-de-ia-y-flujos-agenticos\/\" id=\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/agentes-de-ia-y-flujos-agenticos\/\">Agentic AI<\/a><\/strong>. Aqu\u00ed la IA deja de ser solo un generador de respuestas y se convierte en un <strong>sistema que planifica y ejecuta acciones<\/strong>. Un agente puede: planificar tareas, usar herramientas, recordar informaci\u00f3n o tomar decisiones. Estos sistemas se consideran <strong>intelligent agents<\/strong>, capaces de actuar de forma aut\u00f3noma en entornos complejos.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><em>Arquitectura t\u00edpica de un agente:<\/em><\/strong><\/li>\n<\/ul>\n\n\n\n<pre style=\"text-align:center;font-family:monospace\">\nUser\n \u2193\nLLM reasoning\n \u2193\nPlanning\n \u2193\nTools \/ APIs\n \u2193\nExecution\n \u2193\nMemory\n<\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><em>Ejemplo de agente en Python:<\/em><\/strong><\/li>\n<\/ul>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-5\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">import requests\nfrom google.colab import userdata\n\ndef search_weather(city):\n    api_key = userdata.get(<span class=\"hljs-string\">'WEATHER_API_KEY'<\/span>) <span class=\"hljs-comment\"># Retrieve the API key from Colab secrets<\/span>\n    url = f<span class=\"hljs-string\">\"https:\/\/api.weatherapi.com\/v1\/current.json?key={api_key}&amp;q={city}\"<\/span>\n    response = requests.get(url)\n    response.raise_for_status() <span class=\"hljs-comment\"># Raise an HTTPError for bad responses (4xx or 5xx)<\/span>\n    <span class=\"hljs-keyword\">return<\/span> response.json()\n\ndef agent(city):\n    data = search_weather(city)\n    <span class=\"hljs-comment\"># Check if 'current' key exists before accessing it<\/span>\n    <span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-string\">'current'<\/span> in data <span class=\"hljs-keyword\">and<\/span> <span class=\"hljs-string\">'temp_c'<\/span> in data&#91;<span class=\"hljs-string\">'current'<\/span>]:\n        temp = data&#91;<span class=\"hljs-string\">\"current\"<\/span>]&#91;<span class=\"hljs-string\">\"temp_c\"<\/span>]\n    <span class=\"hljs-keyword\">else<\/span>:\n        <span class=\"hljs-comment\"># Handle cases where 'current' or 'temp_c' might be missing even in a 'successful' JSON response<\/span>\n        <span class=\"hljs-keyword\">print<\/span>(f<span class=\"hljs-string\">\"Could not retrieve temperature for {city}. API response: {data}\"<\/span>)\n        <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-string\">\"No pude obtener la temperatura actual.\"<\/span>\n\n    <span class=\"hljs-keyword\">if<\/span> temp &lt; <span class=\"hljs-number\">15<\/span>:\n        <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-string\">\"Hace fr\u00edo, lleva chaqueta.\"<\/span>\n    <span class=\"hljs-keyword\">else<\/span>:\n        <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-string\">\"El clima est\u00e1 agradable.\"<\/span>\n\n<span class=\"hljs-keyword\">print<\/span>(agent(<span class=\"hljs-string\">\"Bogota\"<\/span>))<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-5\"><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>Frameworks populares: <em>LangChain<\/em>,<em> CrewAI<\/em>, <em>AutoGPT<\/em>, <em>Semantic Kernel<\/em>, etc.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-como-se-combinan-todas-estas-capas-en-sistemas-nbsp-reales\"><strong><em>\u00bfC\u00f3mo se combinan todas estas capas en sistemas&nbsp;reales?<\/em><\/strong><\/h4>\n\n\n\n<p>Un sistema moderno de <strong>AI Stack desde Machine Learning hasta Agentic AI<\/strong> puede verse as\u00ed:<\/p>\n\n\n\n<pre style=\"text-align:center;font-family:monospace\">\nAI Agents\n    \u2191\nGenerative AI\n    \u2191\nLLMs \/ SLMs\n    \u2191\nDeep Learning\n    \u2191\nNeural Networks\n    \u2191\nMachine Learning\n    \u2191\nArtificial Intelligence\n<\/pre>\n\n\n\n<p>Ejemplo real de arquitectura: un <strong>asistente de atenci\u00f3n al cliente<\/strong> podr\u00eda usar:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><em>CNN<\/em> <\/strong>\u2192 analizar im\u00e1genes de productos<\/li>\n\n\n\n<li><strong><em>LLM<\/em> <\/strong>\u2192 responder preguntas<\/li>\n\n\n\n<li><strong><em>RAG<\/em><\/strong> \u2192 recuperar informaci\u00f3n de documentos<\/li>\n\n\n\n<li><strong><em>Agent<\/em><\/strong> \u2192 ejecutar procesos de soporte<\/li>\n<\/ul>\n\n\n\n<p>La inteligencia emerge <strong>de la combinaci\u00f3n de capas<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-el-futuro-del-ai-nbsp-stack\"><strong>El futuro del AI&nbsp;Stack<\/strong><\/h3>\n\n\n\n<p>La pr\u00f3xima evoluci\u00f3n apunta a tres tendencias claras:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI multi-agent systems: <\/strong>m\u00faltiples agentes colaborando.<\/li>\n\n\n\n<li><strong>Modelos h\u00edbridos: <\/strong>SLMs + LLMs + herramientas.<\/li>\n\n\n\n<li><strong>Autonom\u00eda progresiva: <\/strong>IA que ejecuta procesos completos.<\/li>\n<\/ul>\n\n\n\n<p>Incluso se est\u00e1 explorando la idea de un <strong><em>Agentic Web<\/em><\/strong>, donde redes de agentes colaboran en internet como una nueva capa de inteligencia distribuida. La IA no es una sola tecnolog\u00eda, es una <strong><em>arquitectura evolutiva de capas<\/em><\/strong> que durante d\u00e9cadas ha ido agregando capacidades:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"444\" height=\"211\" src=\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1sW8nhwk8mC3zM2-CJ9AE5A.jpg\" alt=\"\" class=\"wp-image-35655\" srcset=\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1sW8nhwk8mC3zM2-CJ9AE5A.jpg 444w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1sW8nhwk8mC3zM2-CJ9AE5A-300x143.jpg 300w\" sizes=\"auto, (max-width: 444px) 100vw, 444px\" \/><\/figure><\/div>\n\n\n<p>El ecosistema de la inteligencia artificial en 2026 es un testimonio de la convergencia entre la potencia del software y la solidez de la infraestructura f\u00edsica. En el <strong>AI Stack desde Machine Learning hasta Agentic AI<\/strong>, desde el ML que sustenta la anal\u00edtica predictiva hasta los agentes aut\u00f3nomos que ejecutan la estrategia empresarial, cada capa del <em>stack tecnol\u00f3gico<\/em> ofrece una oportunidad \u00fanica para la innovaci\u00f3n y la eficiencia. Sin embargo, la verdadera ventaja competitiva reside en la capacidad de integrar estas capas bajo un marco de confianza, seguridad y \u00e9tica.<\/p>\n\n\n\n<p>El futuro de la IA no pertenece a quienes adoptan la tecnolog\u00eda m\u00e1s r\u00e1pido, sino a quienes la integran mejor en sus cimientos operativos, entendiendo que cada vatio de energ\u00eda, cada token de razonamiento y cada acci\u00f3n ag\u00e9ntica deben estar alineados con un prop\u00f3sito humano superior. En este nuevo orden econ\u00f3mico, la inteligencia ya no es un atributo individual de las m\u00e1quinas, sino una propiedad conectada de un ecosistema global que est\u00e1 redefiniendo los l\u00edmites de lo posible. La gran transici\u00f3n que estamos viviendo es clara, <strong><em>de herramientas inteligentes \u2192 a sistemas aut\u00f3nomos.<\/em> <\/strong>Y quien entienda este stack no solo usar\u00e1 la IA\u2026 <strong>la dise\u00f1ar\u00e1.<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a class=\"alt=&quot;AI \u2192 ML \u2192 Neural Networks \u2192 Deep Learning \u2192 Generative AI \u2192 LLMs \u2192 Agentic AI&quot;\" href=\"https:\/\/cdn-images-1.medium.com\/max\/800\/1*AnE6BEWRFYjjBkO3aEUkNQ.png\" target=\"_blank\" rel=\" noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"447\" src=\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1AnE6BEWRFYjjBkO3aEUkNQ.png\" alt=\"\" class=\"wp-image-35658\" srcset=\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1AnE6BEWRFYjjBkO3aEUkNQ.png 800w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1AnE6BEWRFYjjBkO3aEUkNQ-300x168.png 300w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1AnE6BEWRFYjjBkO3aEUkNQ-768x429.png 768w, https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1AnE6BEWRFYjjBkO3aEUkNQ-400x225.png 400w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/a><\/figure><\/div>\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>El AI Stack desde Machine Learning hasta Agentic AI explica c\u00f3mo se organiza realmente la inteligencia artificial moderna. M\u00e1s que una sola tecnolog\u00eda, la IA es un ecosistema de capas interconectadas donde cada nivel, desde el aprendizaje autom\u00e1tico hasta los agentes aut\u00f3nomos; construye capacidades cada vez m\u00e1s complejas. La inteligencia artificial ha dejado de ser&#8230; <a class=\"more-link\" href=\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/\">Read more<\/a><\/p>\n","protected":false},"author":313,"featured_media":35656,"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":[13076,10664,12922,13898],"collections":[12986,13078,12990],"class_list":{"0":"post-35516","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-inteligencia-artificial","8":"tag-deep-learning-es","9":"tag-ia","10":"tag-machine-learning-es","11":"tag-neural-networks-es","12":"collections-ai-es","13":"collections-deep-learning-es","14":"collections-machine-learning-es","15":"entry"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.9 (Yoast SEO v26.9) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI Stack desde Machine Learning hasta Agentic AI<\/title>\n<meta name=\"description\" content=\"AI Stack explicado: descubre c\u00f3mo evolucionan las capas de la inteligencia artificial desde Machine Learning hasta Agentic AI.\" \/>\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\/ai-stack-desde-ml-hasta-agentic-ai\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI Stack: desde ML hasta agentic\u00a0AI\" \/>\n<meta property=\"og:description\" content=\"AI Stack explicado: descubre c\u00f3mo evolucionan las capas de la inteligencia artificial desde Machine Learning hasta Agentic AI.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/\" \/>\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=\"2026-04-09T08:20:39+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-04-09T08:20:42+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw.png\" \/>\n\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t<meta property=\"og:image:height\" content=\"447\" \/>\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\/ai-stack-desde-ml-hasta-agentic-ai\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/\"},\"author\":{\"name\":\"Orli Dun\",\"@id\":\"https:\/\/www.codemotion.com\/magazine\/#\/schema\/person\/37ca255c359cc54110ac89eb4fa7db42\"},\"headline\":\"AI Stack: desde ML hasta agentic\u00a0AI\",\"datePublished\":\"2026-04-09T08:20:39+00:00\",\"dateModified\":\"2026-04-09T08:20:42+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/\"},\"wordCount\":1229,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.codemotion.com\/magazine\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw.png\",\"keywords\":[\"Deep Learning\",\"IA\",\"Machine Learning\",\"Neural Networks\"],\"articleSection\":[\"Inteligencia Artificial\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/\",\"url\":\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/\",\"name\":\"AI Stack desde Machine Learning hasta Agentic AI\",\"isPartOf\":{\"@id\":\"https:\/\/www.codemotion.com\/magazine\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw.png\",\"datePublished\":\"2026-04-09T08:20:39+00:00\",\"dateModified\":\"2026-04-09T08:20:42+00:00\",\"description\":\"AI Stack explicado: descubre c\u00f3mo evolucionan las capas de la inteligencia artificial desde Machine Learning hasta Agentic AI.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/#primaryimage\",\"url\":\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw.png\",\"contentUrl\":\"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw.png\",\"width\":800,\"height\":447},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/#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\":\"AI Stack: desde ML hasta agentic\u00a0AI\"}]},{\"@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\/#\/schema\/person\/image\/\",\"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":"AI Stack desde Machine Learning hasta Agentic AI","description":"AI Stack explicado: descubre c\u00f3mo evolucionan las capas de la inteligencia artificial desde Machine Learning hasta Agentic AI.","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\/ai-stack-desde-ml-hasta-agentic-ai\/","og_locale":"en_US","og_type":"article","og_title":"AI Stack: desde ML hasta agentic\u00a0AI","og_description":"AI Stack explicado: descubre c\u00f3mo evolucionan las capas de la inteligencia artificial desde Machine Learning hasta Agentic AI.","og_url":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/","og_site_name":"Codemotion Magazine","article_publisher":"https:\/\/www.facebook.com\/Codemotion.Italy\/","article_published_time":"2026-04-09T08:20:39+00:00","article_modified_time":"2026-04-09T08:20:42+00:00","og_image":[{"width":800,"height":447,"url":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw.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\/ai-stack-desde-ml-hasta-agentic-ai\/#article","isPartOf":{"@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/"},"author":{"name":"Orli Dun","@id":"https:\/\/www.codemotion.com\/magazine\/#\/schema\/person\/37ca255c359cc54110ac89eb4fa7db42"},"headline":"AI Stack: desde ML hasta agentic\u00a0AI","datePublished":"2026-04-09T08:20:39+00:00","dateModified":"2026-04-09T08:20:42+00:00","mainEntityOfPage":{"@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/"},"wordCount":1229,"commentCount":0,"publisher":{"@id":"https:\/\/www.codemotion.com\/magazine\/#organization"},"image":{"@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/#primaryimage"},"thumbnailUrl":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw.png","keywords":["Deep Learning","IA","Machine Learning","Neural Networks"],"articleSection":["Inteligencia Artificial"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/","url":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/","name":"AI Stack desde Machine Learning hasta Agentic AI","isPartOf":{"@id":"https:\/\/www.codemotion.com\/magazine\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/#primaryimage"},"image":{"@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/#primaryimage"},"thumbnailUrl":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw.png","datePublished":"2026-04-09T08:20:39+00:00","dateModified":"2026-04-09T08:20:42+00:00","description":"AI Stack explicado: descubre c\u00f3mo evolucionan las capas de la inteligencia artificial desde Machine Learning hasta Agentic AI.","breadcrumb":{"@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/#primaryimage","url":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw.png","contentUrl":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw.png","width":800,"height":447},{"@type":"BreadcrumbList","@id":"https:\/\/www.codemotion.com\/magazine\/es\/inteligencia-artificial\/ai-stack-desde-ml-hasta-agentic-ai\/#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":"AI Stack: desde ML hasta agentic\u00a0AI"}]},{"@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\/#\/schema\/person\/image\/","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\/03\/1c0EHy9NFosR9X4Sx4aqPyw-600x400.png","featured_image_src_square":"https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw-600x447.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\/03\/1c0EHy9NFosR9X4Sx4aqPyw.png",800,447,false],"thumbnail":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw-150x150.png",150,150,true],"medium":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw-300x168.png",300,168,true],"medium_large":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw-768x429.png",768,429,true],"large":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw.png",800,447,false],"1536x1536":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw.png",800,447,false],"2048x2048":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw.png",800,447,false],"small-home-featured":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw-100x100.png",100,100,true],"sidebar-featured":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw-180x128.png",180,128,true],"genesis-singular-images":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw.png",800,447,false],"archive-featured":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw-400x225.png",400,225,true],"gb-block-post-grid-landscape":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw-600x400.png",600,400,true],"gb-block-post-grid-square":["https:\/\/www.codemotion.com\/magazine\/wp-content\/uploads\/2026\/03\/1c0EHy9NFosR9X4Sx4aqPyw-600x447.png",600,447,true]},"uagb_author_info":{"display_name":"Orli Dun","author_link":"https:\/\/www.codemotion.com\/magazine\/author\/orli-dun\/"},"uagb_comment_info":0,"uagb_excerpt":"El AI Stack desde Machine Learning hasta Agentic AI explica c\u00f3mo se organiza realmente la inteligencia artificial moderna. M\u00e1s que una sola tecnolog\u00eda, la IA es un ecosistema de capas interconectadas donde cada nivel, desde el aprendizaje autom\u00e1tico hasta los agentes aut\u00f3nomos; construye capacidades cada vez m\u00e1s complejas. La inteligencia artificial ha dejado de ser&#8230;&hellip;","lang":"es","_links":{"self":[{"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/posts\/35516","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=35516"}],"version-history":[{"count":2,"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/posts\/35516\/revisions"}],"predecessor-version":[{"id":35661,"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/posts\/35516\/revisions\/35661"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/media\/35656"}],"wp:attachment":[{"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/media?parent=35516"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/categories?post=35516"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/tags?post=35516"},{"taxonomy":"collections","embeddable":true,"href":"https:\/\/www.codemotion.com\/magazine\/wp-json\/wp\/v2\/collections?post=35516"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}