{"id":700457,"date":"2025-08-14T15:53:26","date_gmt":"2025-08-14T13:53:26","guid":{"rendered":"https:\/\/www.devoteam.com\/expert-view\/retrieval-augmented-generation-rag\/"},"modified":"2025-08-21T09:55:00","modified_gmt":"2025-08-21T07:55:00","slug":"retrieval-augmented-generation-rag","status":"publish","type":"expert-view","link":"https:\/\/devoteam.info\/be\/expert-view\/retrieval-augmented-generation-rag\/","title":{"rendered":"How Retrieval-Augmented Generation (RAG) Makes AI Smarter, Safer, and More Trustworthy"},"content":{"rendered":"\n<div class=\"wp-block-group has-gray-light-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-03cab32d wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:20%\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1436\" height=\"1444\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1.png\" alt=\"\" class=\"wp-image-690268\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1.png 1436w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1-298x300.png 298w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1-1018x1024.png 1018w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1-150x150.png 150w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/AI-Level-2-Badge-No-background-1-768x772.png 768w\" sizes=\"auto, (max-width: 1436px) 100vw, 1436px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<h2 class=\"wp-block-heading has-base-font-size\" id=\"h-written-as-part-of-our-ai-upskilling-program\" style=\"margin-top:0;margin-bottom:0;padding-bottom:var(--wp--preset--spacing--x-small)\"><strong>Written as part of our AI Upskilling Program<\/strong><\/h2>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\" style=\"margin-top:0;padding-top:var(--wp--preset--spacing--x-small)\">This article was created as part of the Global <a href=\"https:\/\/devoteam.info\/news-and-pr\/how-ai-training-for-employees-brought-devoteam-instant-roi\/\">Devoteam AI Upskilling Program<\/a>, where employees share their knowledge to accelerate their learning. The program&#8217;s key objective is to provide a foundation in AI for every employee and apply these new skills in our work. Do you want to work with us? Check out our career opportunities.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--small);margin-bottom:var(--wp--preset--spacing--x-small)\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/devoteam.info\/join-us\/\">Career Opportunities<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:600\">Have you ever asked a chatbot a question\u2014and received a confidently wrong answer? This phenomenon, known as an \u201c<a href=\"https:\/\/devoteam.info\/expert-view\/ai-hallucinations\/\">AI hallucination<\/a>,\u201d is one of the biggest challenges facing large language models (LLMs) today. Despite their impressive fluency, traditional LLMs are limited by their static training data and can struggle to provide accurate, up-to-date answers\u2014especially for industry-specific or time-sensitive queries.<\/p>\n\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:600\">Luckily there\u2019s a solution: Retrieval-Augmented Generation (RAG). RAG connects language models to live, verifiable data. Before generating text, a RAG system first retrieves relevant facts from a trusted knowledge base\u2014forcing the AI to base its answers on evidence, not just its internal training. For organisations, this simple step is transformative. It creates AI that is accurate, safe, and can finally be trusted with current, proprietary information.<\/p>\n\n<div class=\"wp-block-group has-gray-light-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-03cab32d wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-yoast-seo-table-of-contents yoast-table-of-contents\"><h3>What you&#8217;ll read in this article:<\/h3><ul><li><a href=\"#h-what-is-retrieval-augmented-generation-rag\" data-level=\"2\">What is Retrieval-Augmented Generation (RAG)?<\/a><\/li><li><a href=\"#h-why-rag-matters\" data-level=\"2\">Why RAG Matters<\/a><\/li><li><a href=\"#h-use-cases-and-applications-for-rag\" data-level=\"2\">Use Cases and Applications for RAG<\/a><\/li><li><a href=\"#h-how-rag-works-a-simplified-workflow\" data-level=\"2\">How RAG Works: a Simplified Workflow<\/a><\/li><li><a href=\"#h-build-a-simple-rag-system-with-a-python-snippet\" data-level=\"2\">Build a Simple RAG System with a Python snippet<\/a><\/li><li><a href=\"#h-the-future-of-retrieval-augmented-generation-rag\" data-level=\"2\">The Future of Retrieval-Augmented Generation (RAG)<\/a><\/li><\/ul><\/div>\n<\/div>\n\n<h2 class=\"wp-block-heading\" id=\"h-what-is-retrieval-augmented-generation-rag\">What is Retrieval-Augmented Generation (RAG)?<\/h2>\n\n<p class=\"wp-block-paragraph\">A technique that enhances the capabilities of generative AI models (like LLMs) by allowing them to retrieve relevant information from an external knowledge base before generating a response. This helps reduce hallucinations and provides more accurate, up-to-date, and grounded answers. Think of RAG as a smart assistant with access to a live library\u2014it doesn&#8217;t just guess an answer, it reads the source and then replies.<\/p>\n\n<p class=\"wp-block-paragraph\"><strong>Retrieval-Augmented Generation combines two powerful AI capabilities:<\/strong><\/p>\n\n<ol class=\"wp-block-list\">\n<li><strong>Retrieval<\/strong>: Fetches relevant documents or data from an external source (like a knowledge base or vector database).<\/li>\n\n\n\n<li><strong>Generation<\/strong>: Uses an LLM (like Gemini, GPT-4\/5, Claude) to generate a response based on the retrieved content.<br\/><\/li>\n<\/ol>\n\n<h2 class=\"wp-block-heading\" id=\"h-why-rag-matters\">Why RAG Matters<\/h2>\n\n<figure class=\"wp-block-table is-style-stripes\"><table class=\"has-fixed-layout\"><thead><tr><th>Challenge<\/th><th>Traditional LLMs<\/th><th>RAG Approach<\/th><\/tr><\/thead><tbody><tr><td><strong>Real-time accuracy<\/strong><\/td><td>\u274c Limited<\/td><td>\u2705 Fetches live data<\/td><\/tr><tr><td><strong>Domain-specific knowledge<\/strong><\/td><td>\u274c Not updatable<\/td><td>\u2705 External sources<\/td><\/tr><tr><td><strong>Compliance &amp; traceability<\/strong><\/td><td>\u274c No citations<\/td><td>\u2705 Source references<\/td><\/tr><tr><td><strong>Hallucinations<\/strong><\/td><td>\u274c Common<\/td><td>\u2705 Minimised<\/td><\/tr><\/tbody><\/table><\/figure>\n\n<p class=\"wp-block-paragraph\">By grounding responses in trusted, retrieved content, RAG dramatically reduces hallucinations, improves user trust, and allows businesses to leverage their own data without retraining a model.<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"h-use-cases-and-applications-for-rag\">Use Cases and Applications for RAG<\/h2>\n\n<ul class=\"wp-block-list\">\n<li><strong>\u00a0Customer Support:<\/strong> Answer user queries based on up-to-date internal documents and manuals.<\/li>\n\n\n\n<li><strong>\u00a0Legal &amp; Compliance:<\/strong> Retrieve laws, policies, or previous decisions before drafting a summary.<\/li>\n\n\n\n<li><strong>\u00a0Knowledge Management:<\/strong> Build internal chatbots that search company documents before responding.<\/li>\n\n\n\n<li>\u00a0<strong>Healthcare<\/strong>: Summarise clinical notes or reference guidelines dynamically.<\/li>\n<\/ul>\n\n<p class=\"wp-block-paragraph\">Companies like NVIDIA, Notion, Pinecone, and IBM are actively deploying RAG-based systems across sectors.<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"h-how-rag-works-a-simplified-workflow\">How RAG Works: a Simplified Workflow<\/h2>\n\n<p class=\"wp-block-paragraph\">You can build this using tools like LangChain, LlamaIndex, OpenAI, and Streamlit.<\/p>\n\n<ol class=\"wp-block-list\">\n<li><strong>User asks a question<\/strong> to the LLM (often a chatbot). <\/li>\n\n\n\n<li><strong>The retriever component <\/strong>identifies relevant documents from a database, which could be a vector database like FAISS, Pinecone, or Weaviate.<\/li>\n\n\n\n<li><strong>Augmentation<\/strong>: The retrieved documents are then combined with the original user query.\u00a0<\/li>\n\n\n\n<li><strong>The LLM  generates a response<\/strong> using both the query and retrieved documents<\/li>\n\n\n\n<li><strong>The answer and citations <\/strong>or source links are returned to the user. <\/li>\n<\/ol>\n\n<h2 class=\"wp-block-heading\" id=\"h-build-a-simple-rag-system-with-a-python-snippet\">Build a Simple RAG System with a Python snippet<\/h2>\n\n<pre class=\"wp-block-code has-gray-light-background-color has-background\"><code>from langchain.chains import RetrievalQA\nfrom langchain.chat_models import ChatOpenAI\nfrom langchain.vectorstores import FAISS\nfrom langchain.embeddings import OpenAIEmbeddings\n\n# Load documents and create vector store\nvector_db = FAISS.load_local(\"my_index\", OpenAIEmbeddings())\n\n# Build RAG pipeline\nqa_chain = RetrievalQA.from_chain_type(\n    llm=ChatOpenAI(),\n    retriever=vector_db.as_retriever()\n)\n\n# Ask a question\nresponse = qa_chain.run(\"What are the AI use cases in agriculture?\")\nprint(response)<\/code><\/pre>\n\n<p class=\"wp-block-paragraph\">Tip: Connect your own PDFs, internal documents, or websites to this system.<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"h-the-future-of-retrieval-augmented-generation-rag\">The Future of Retrieval-Augmented Generation (RAG)<\/h2>\n\n<p class=\"wp-block-paragraph\">RAG is not just a trend. Retrieved Augmented Generation is becoming a standard architecture for enterprise-grade AI. As AI adoption accelerates, we\u2019ll see:<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Growth of <strong>agentic RAG<\/strong> (RAG + reasoning agents)<\/li>\n\n\n\n<li>Smarter <strong>hybrid<\/strong> <strong>search<\/strong> (semantic + keyword)<\/li>\n\n\n\n<li>Enhanced <strong>data<\/strong> <strong>governance<\/strong> &amp; <strong>privacy<\/strong>-aware RAG systems<\/li>\n\n\n\n<li>Explosion of <strong>domain-specific<\/strong> <strong>copilots<\/strong> using RAG pipelines<\/li>\n<\/ul>\n\n<p class=\"wp-block-paragraph\">Retrieval-Augmented Generation is transforming how we interact with AI\u2014making it more accurate, transparent, and trustworthy. Whether you\u2019re building a customer-facing chatbot, an internal assistant, or an expert decision support tool, RAG gives you the best of both worlds: the intelligence of LLMs + the relevance of your data.<\/p>\n\n<div class=\"wp-block-columns alignfull has-secondary-background-color has-background is-layout-flex wp-container-core-columns-is-layout-4b1fd674 wp-block-columns-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--medium);margin-bottom:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-container-core-column-is-layout-969dc29d wp-block-column-is-layout-flow\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0;flex-basis:100%\">\n<h2 class=\"wp-block-heading\" id=\"h-over-80-of-ai-projects-fail-yours-don-t-have-to\"><strong>Over 80% of AI projects fail. Yours don&#8217;t have to.<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"729\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/05\/AI-Strategy-Playbook-2025-mockup-1024x729.png\" alt=\"\" class=\"wp-image-598210\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/05\/AI-Strategy-Playbook-2025-mockup-1024x729.png 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/05\/AI-Strategy-Playbook-2025-mockup-300x213.png 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/05\/AI-Strategy-Playbook-2025-mockup-768x546.png 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/05\/AI-Strategy-Playbook-2025-mockup-1536x1093.png 1536w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/05\/AI-Strategy-Playbook-2025-mockup.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-stretch has-secondary-background-color has-background is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:150%\">\n<div class=\"wp-block-group has-main-color has-secondary-background-color has-text-color has-background has-link-color wp-elements-1 is-layout-flow wp-container-core-group-is-layout-23162e80 wp-block-group-is-layout-flow\" style=\"margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--large);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--large)\">\n<div class=\"wp-block-group is-vertical is-content-justification-left is-layout-flex wp-container-core-group-is-layout-99ac50d1 wp-block-group-is-layout-flex\" style=\"min-height:0px;margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--x-small);padding-bottom:var(--wp--preset--spacing--x-small)\">\n<p class=\"has-medium-small-font-size wp-block-paragraph\" style=\"font-style:normal;font-weight:600\">Download our AI Strategy Playbook:<\/p>\n<\/div>\n\n\n\n<div style=\"height:59px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<ul style=\"padding-right:0;padding-left:0\" class=\"wp-block-list\">\n<li class=\"has-small-font-size\"><strong>Learn why AI projects often fail<\/strong> (and how to avoid it).<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>Follow 10 clear steps<\/strong> for a strong AI plan.<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>Focus on solving business problems<\/strong> (not just using AI).<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>Find the best AI uses for <em>your<\/em> business<\/strong> (includes 100+ examples).<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<ul style=\"padding-right:0;padding-left:0\" class=\"wp-block-list\">\n<li class=\"has-small-font-size\" style=\"margin-top:0;margin-right:0;margin-bottom:0;margin-left:0\"><strong>Learn how to measure AI results<\/strong> (GenAI projects average ~3.7x return).<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>Get your tech foundations ready<\/strong> (Cloud, Data, and AI Security).<\/li>\n\n\n\n<li class=\"has-small-font-size\" style=\"padding-top:0;padding-bottom:0\"><strong>Help your team adapt to AI<\/strong> (and see how we train our staff).<\/li>\n\n\n\n<li class=\"has-small-font-size\"><strong>Use AI responsibly<\/strong> (covering fairness, bias, and environmental thoughts).<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-5446dffb wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/devoteam.info\/whitepaper\/ai-strategy-playbook\/\">Download your free AI Playbook<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Have you ever asked a chatbot a question\u2014and received a confidently wrong answer? This phenomenon, known as an \u201cAI hallucination,\u201d is one of the biggest challenges facing large language models (LLMs) today. Despite their impressive fluency, traditional LLMs are limited by their static training data and can struggle to provide accurate, up-to-date answers\u2014especially for industry-specific [&hellip;]<\/p>\n","protected":false},"featured_media":0,"template":"","categories":[39],"tags":[6079],"industry":[],"class_list":["post-700457","expert-view","type-expert-view","status-publish","hentry","category-ai","tag-ai-upskilling-program-be"],"acf":[],"cards":"\n\t<div class=\"single-post-card\">\n\n\t\t\n\n\t\t\n\t\t<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-43282307 wp-block-group-is-layout-flex\">\n\t<p style=\"font-style:normal;font-weight:700\" class=\"has-link-color wp-elements-2 wp-block-lp-post-type has-text-color has-primary-color has-small-font-size\">Expert View<\/p>\n\n\t\t\n\t\t<h3 style=\"font-style:normal;font-weight:400\" class=\"wp-block-post-title has-base-font-size\"><a href=\"https:\/\/devoteam.info\/be\/expert-view\/retrieval-augmented-generation-rag\/\" target=\"_self\" >How Retrieval-Augmented Generation (RAG) Makes AI Smarter, Safer, and More Trustworthy<\/a><\/h3><\/div>\n\t\t\n\t<\/div>\n\n","yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.4 (Yoast SEO v28.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>How Retrieval Augmented Generation (RAG) Makes LLMs Smarter | Devoteam<\/title>\n<meta name=\"description\" content=\"Build safer, smarter AI. Learn how RAG connects LLMs to your own data, eliminating hallucinations to deliver accurate and verifiable results.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/devoteam.info\/be\/expert-view\/retrieval-augmented-generation-rag\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How Retrieval-Augmented Generation (RAG) Makes AI Smarter, Safer, and More Trustworthy\" \/>\n<meta property=\"og:description\" content=\"Build safer, smarter AI. 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Learn how RAG connects LLMs to your own data, eliminating hallucinations to deliver accurate and verifiable results.","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:\/\/devoteam.info\/be\/expert-view\/retrieval-augmented-generation-rag\/","og_locale":"en_US","og_type":"article","og_title":"How Retrieval-Augmented Generation (RAG) Makes AI Smarter, Safer, and More Trustworthy","og_description":"Build safer, smarter AI. Learn how RAG connects LLMs to your own data, eliminating hallucinations to deliver accurate and verifiable results.","og_url":"https:\/\/devoteam.info\/be\/expert-view\/retrieval-augmented-generation-rag\/","og_site_name":"Devoteam","article_modified_time":"2025-08-21T07:55:00+00:00","og_image":[{"width":2560,"height":1440,"url":"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/GettyImages-1464116138-1.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/devoteam.info\/be\/expert-view\/retrieval-augmented-generation-rag\/","url":"https:\/\/devoteam.info\/be\/expert-view\/retrieval-augmented-generation-rag\/","name":"How Retrieval Augmented Generation (RAG) Makes LLMs Smarter | Devoteam","isPartOf":{"@id":"https:\/\/devoteam.info\/be\/#website"},"datePublished":"2025-08-14T13:53:26+00:00","dateModified":"2025-08-21T07:55:00+00:00","description":"Build safer, smarter AI. Learn how RAG connects LLMs to your own data, eliminating hallucinations to deliver accurate and verifiable results.","breadcrumb":{"@id":"https:\/\/devoteam.info\/be\/expert-view\/retrieval-augmented-generation-rag\/#breadcrumb"},"inLanguage":"en-BE","potentialAction":[{"@type":"ReadAction","target":["https:\/\/devoteam.info\/be\/expert-view\/retrieval-augmented-generation-rag\/"]}],"accessibilityFeature":["tableOfContents"]},{"@type":"BreadcrumbList","@id":"https:\/\/devoteam.info\/be\/expert-view\/retrieval-augmented-generation-rag\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/devoteam.info\/be\/"},{"@type":"ListItem","position":2,"name":"Expert View","item":"https:\/\/devoteam.info\/be\/expert-view\/"},{"@type":"ListItem","position":3,"name":"How Retrieval-Augmented Generation (RAG) Makes AI Smarter, Safer, and More Trustworthy"}]},{"@type":"WebSite","@id":"https:\/\/devoteam.info\/be\/#website","url":"https:\/\/devoteam.info\/be\/","name":"Devoteam","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/devoteam.info\/be\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-BE"}]}},"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false},"uagb_author_info":{"display_name":"wcraye","author_link":"https:\/\/devoteam.info\/be\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"Have you ever asked a chatbot a question\u2014and received a confidently wrong answer? This phenomenon, known as an \u201cAI hallucination,\u201d is one of the biggest challenges facing large language models (LLMs) today. Despite their impressive fluency, traditional LLMs are limited by their static training data and can struggle to provide accurate, up-to-date answers\u2014especially for industry-specific&hellip;","_links":{"self":[{"href":"https:\/\/devoteam.info\/be\/wp-json\/wp\/v2\/expert-view\/700457","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devoteam.info\/be\/wp-json\/wp\/v2\/expert-view"}],"about":[{"href":"https:\/\/devoteam.info\/be\/wp-json\/wp\/v2\/types\/expert-view"}],"version-history":[{"count":0,"href":"https:\/\/devoteam.info\/be\/wp-json\/wp\/v2\/expert-view\/700457\/revisions"}],"wp:attachment":[{"href":"https:\/\/devoteam.info\/be\/wp-json\/wp\/v2\/media?parent=700457"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devoteam.info\/be\/wp-json\/wp\/v2\/categories?post=700457"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devoteam.info\/be\/wp-json\/wp\/v2\/tags?post=700457"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/devoteam.info\/be\/wp-json\/wp\/v2\/industry?post=700457"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}