{"id":700399,"date":"2025-08-20T17:35:23","date_gmt":"2025-08-20T15:35:23","guid":{"rendered":"https:\/\/www.devoteam.com\/expert-view\/multi-agent-ai\/"},"modified":"2025-09-17T15:49:00","modified_gmt":"2025-09-17T13:49:00","slug":"multi-agent-ai","status":"publish","type":"expert-view","link":"https:\/\/devoteam.info\/be\/expert-view\/multi-agent-ai\/","title":{"rendered":"Guide on Multi-Agent AI: The Future of Conversational Systems?"},"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\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.linkedin.com\/in\/dieego17\/\"><\/a>The latest generation of AI models like Google Gemini and OpenAI&#8217;s GPT have transformed how we interact with information, but a new challenge has emerged because most users want AI to solve more complex tasks. When data is scattered across different formats\u2014from PDF contracts to Excel spreadsheets\u2014a single AI model often falls short. This is where a powerful new solution, <strong>multi-agent AI architecture<\/strong>, is stepping in.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Multi-agent systems create a team of specialised AIs, with each agent handling a specific task or data type. For example, one agent might be an expert in legal documents while another specialises in financial data. This collaborative approach allows the system to process diverse information with a level of precision that a single model cannot match. The concept is gaining traction because it mimics how human teams work, ensuring that the AI can understand user intent, access relevant information from varied sources, and provide accurate, fact-based answers by pairing with <strong><a href=\"https:\/\/devoteam.info\/be\/expert-view\/retrieval-augmented-generation-rag\/\">Retrieval-Augmented Generation (RAG)<\/a><\/strong> technology. This innovative combination ensures the AI builds responses on real, up-to-date data, rather than relying on its base knowledge.<\/p>\n\n\n\n<div class=\"wp-block-group is-style-column-box-shadow has-gray-light-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-a9070b44 wp-block-group-is-layout-constrained\" style=\"border-radius:5px;padding-top:var(--wp--preset--spacing--large);padding-right:var(--wp--preset--spacing--large);padding-bottom:var(--wp--preset--spacing--large);padding-left:var(--wp--preset--spacing--large)\">\n<figure class=\"wp-block-image size-large is-resized wp-duotone-red-devoteam\"><img loading=\"lazy\" decoding=\"async\" width=\"24\" height=\"24\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/09\/citation-a-droite.svg\" alt=\"Quote\" class=\"wp-image-208\" style=\"width:28px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">How can AI models truly understand what is being asked of them if the relevant information is spread across multiple formats and contexts?<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-gray-color has-alpha-channel-opacity has-gray-background-color has-background is-style-separator-dotted is-style-default\" style=\"margin-top:var(--wp--preset--spacing--medium);margin-bottom:var(--wp--preset--spacing--medium)\"\/>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-fe6f0742 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized is-style-rounded-full is-style-rounded\"><img loading=\"lazy\" decoding=\"async\" width=\"240\" height=\"240\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/Diego-Rubio-Devoteam.webp\" alt=\"\" class=\"wp-image-700058\" style=\"width:60px;height:60px\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/Diego-Rubio-Devoteam.webp 240w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/08\/Diego-Rubio-Devoteam-150x150.webp 150w\" sizes=\"auto, (max-width: 240px) 100vw, 240px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-0f66ae2b wp-block-group-is-layout-flex\">\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:500\">Diego Rubio<br>Data Engineer<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\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=\"#ember61\" data-level=\"2\">What is a multi-agent architecture?<\/a><\/li><li><a href=\"#h.lehrv4m9mrqt\" data-level=\"2\">Visualising the Multi-Agent Flow<\/a><\/li><li><a href=\"#h.g6l5spbcacca\" data-level=\"2\">Examples of AI Multi-Agents<\/a><\/li><li><a href=\"#h.cslnyvvwhcl8\" data-level=\"2\">Frameworks to Build AI Multi-Agents<\/a><\/li><li><a href=\"#ember89\" data-level=\"2\">Conclusion: Where We&#8217;re Going with Multi-Agent AI<\/a><\/li><\/ul><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ember61\">What is a multi-agent architecture?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"ember62\">A <strong>multi-agent architecture<\/strong> divides a system&#8217;s intelligence into several autonomous components, called <strong>agents<\/strong>, each with a specific function. Instead of one AI doing everything, you create a team of specialists. This collaboration allows the system to solve problems more efficiently than a single agent could.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Multi Agent AI is like building an assistant with common sense and internal organisation.<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">Think of it like a company: a central assistant directs your query to the right person\u2014legal, accounting, or tech support\u2014each of whom is an expert in their field. The same concept applies to AI. An <strong>orchestrating agent<\/strong> understands the user\u2019s intent and activates the most appropriate specialist agent for the task. Examples of these specialised agents include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A <strong>document agent<\/strong> that handles unstructured content like PDFs and Word documents.<\/li>\n\n\n\n<li>A <strong>tabular data agent<\/strong> that processes spreadsheets to extract patterns or perform calculations.<\/li>\n\n\n\n<li>The <strong>orchestrating<\/strong> <strong>agent<\/strong> coordinates tasks, routes queries and ensures a fluid interaction between them.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading has-medium-small-font-size\" id=\"ember70\">The Multi-Agent design has many advantages:<\/h3>\n\n\n\n<div class=\"wp-block-group alignwide has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group alignfull feature-boxes has-base-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-033faf9f wp-block-group-is-layout-constrained\" style=\"margin-top:0px;padding-top:var(--wp--preset--spacing--small);padding-right:0;padding-bottom:var(--wp--preset--spacing--small);padding-left:0\">\n<div class=\"wp-block-group alignwide is-vertical is-layout-flex wp-container-core-group-is-layout-b99ecfb1 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-e3ca69fe wp-block-columns-is-layout-flex\" style=\"margin-top:0px;margin-bottom:0px\">\n<div class=\"wp-block-column is-style-column-box-shadow has-border-color has-base-background-color has-background is-layout-flow wp-container-core-column-is-layout-413fa631 wp-block-column-is-layout-flow\" style=\"border-color:#e3e3ea;border-width:1px;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-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-b56e0895 wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-large is-resized is-style-default wp-duotone-red-devoteam\"><img decoding=\"async\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/09\/sliders-light.svg\" alt=\"\" class=\"wp-image-5413\" style=\"width:35px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:600\"><strong>Modularity<\/strong>: You can replace or improve each agent without affecting the rest.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-style-column-box-shadow has-border-color has-base-background-color has-background is-layout-flow wp-container-core-column-is-layout-413fa631 wp-block-column-is-layout-flow\" style=\"border-color:#e3e3ea;border-width:1px;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-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-b56e0895 wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-large is-resized is-style-default wp-duotone-red-devoteam\"><img decoding=\"async\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/09\/telescope-light.svg\" alt=\"\" class=\"wp-image-5404\" style=\"width:35px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:600\"><strong>Scalability<\/strong>&nbsp; It is easy to add new types of agents for specific tasks.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-style-column-box-shadow has-border-color has-base-background-color has-background is-layout-flow wp-container-core-column-is-layout-413fa631 wp-block-column-is-layout-flow\" style=\"border-color:#e3e3ea;border-width:1px;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-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-b56e0895 wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-large is-resized is-style-default wp-duotone-red-devoteam\"><img decoding=\"async\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/09\/screen-users-light.svg\" alt=\"\" class=\"wp-image-5445\" style=\"width:35px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:600\"><strong>Precision<\/strong>: By specialising, you can reduce the ambiguity in the response.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h.lehrv4m9mrqt\"><strong>Visualising the Multi-Agent Flow<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">What better way to understand multi agents with a simple example?&nbsp;Consider the following example: you are in charge of organising your next teambuilding dinner. You work on a team that grows each year and this year your boss decided to hand this task to you. Sadly, you have no idea where to start.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">To organise the dinner, these agents would follow a coordinated flow:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The&nbsp;<strong>Scheduling Agent<\/strong>&nbsp;first identifies potential dates that work for most team members by checking their calendars.<\/li>\n\n\n\n<li>This information is passed to the&nbsp;<strong>Venue Agent<\/strong>, which then searches for available venues that can accommodate the team size on those dates.<\/li>\n\n\n\n<li>As venues are found, their costs are communicated to the&nbsp;<strong>Budget Agent<\/strong>, which verifies if they fall within the allocated budget.<\/li>\n\n\n\n<li>Once a suitable venue is approved, the&nbsp;<strong>Logistics Agent<\/strong>&nbsp;takes over, coordinating catering, transportation, and any other necessary arrangements.<\/li>\n\n\n\n<li>All agents continuously update each other. For example, if a preferred date becomes unavailable, the Scheduling Agent informs the Venue Agent, which then re-initiates its search for new dates and venues.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-qw.googleusercontent.com\/u\/0\/docsd\/ANYlcfCVVJMDC54rkqci1MbQpFvZPDKDkgK-nG9imVELBkMBk2Ix-dxdac_rkTF3NAiBVnhAmv3fm_SXZWdJKGKiH7z8bdFd_vGeQjq6NNOgWZC9zwKPSq5youXpyo0VRD6BrdSdLSljiSGecji28uRIMh6b3tIGPNTvvBtvT11e8kS25ExUmZax2Sz6PJVS8QS0pie3gI4VdD_WmXu0MXuPNd7cmAPTzarJHs2YNx7CQsnXNfq7t9nXi3oICxtSn-7aV3UPVNhGZvkgJ1ZKu3sMrqmTZhxnMYaJGsA7kuwaVR1eacVR9c3sMk0oiSibZR_sLibrAEZ5yC9wb2YDUaWdPxB_AGzX-lO7_m5BlFHk0B0o4tPe-6tCKhDFZW8jEXWhX-XsITGg6g1k-H9kQy09kUj_o8CAZAJjwkoJO4rdLnQELyihkkSdZabkoCHbjoN_EhQ3_VEBPp7KiX4vPll5Uq5iPnsVE546lSlyTIqeFFvlZ5fWu-CShtJHxZedg529Lxg6ca-NcRZWH-zVgj_oOwecJJBkFJ0RoobPec91ZZvnFRRCB-48hVD7MvgNg8oXOhfOoKv6v_hC8xyqs1kverY_FO7MBEQKAi6rnIvYn9tZ0vb69unTdbKFM1fcFLBGy3THItUh2TT5wNO0QbjoyMa7Sg_WPcQIioWfASCZr958KLsrHgQURKBjvzMBEbmXnjbBJnXPkIXHUBwVzns1rG0i-SrYRQ3IA5PEk7S-C9XDpkybRgDrlGqXdu_E5EH0kgYwqXtJL1eY2k36URnyp0P90cgaFYC_gY9m2n9M5MMUtr958MpN80e15h-N3AKgg9BGDluEI6iHAsVMVJHNvoeFCdclgBPIvHQ7y6EqN5rMXFTSay6ZBMQH-4qgZ0cCz41X\" alt=\"\" title=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The key is that these agents continuously update each other in real-time. For example, if a preferred date is no longer available, the Scheduling Agent informs the Venue Agent, which then searches for new options. If a venue&#8217;s cost exceeds the budget, the Budget Agent alerts the Venue Agent to find an alternative.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h.g6l5spbcacca\"><strong>Examples of AI Multi-Agents<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Multiagents are no longer confined to research labs or enterprise software. They are increasingly embedded in tools we use every day:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Smart Homes<\/strong>: Agents control lighting, heating, and security systems based on user habits and real-time data.<\/li>\n\n\n\n<li><strong>Virtual Assistants<\/strong>: Behind every Alexa or Siri request, multiple agents may be collaborating to parse language, fetch data, and respond.<\/li>\n\n\n\n<li><strong>Personal Productivity<\/strong>: Automated to-do lists, email triage, and calendar management can be handled by agent systems.<\/li>\n\n\n\n<li><strong>Healthcare<\/strong>: Agents monitor patient vitals, schedule appointments, and assist in diagnostics.<br><strong>Financial Management<\/strong>: Agents can track expenses, manage investments, and offer personalised financial advice.<\/li>\n\n\n\n<li><strong>E-commerce<\/strong>: Multiagent systems can personalise shopping experiences, manage inventory, and optimise logistics.<\/li>\n\n\n\n<li><strong>Customer Service<\/strong>: Chatbots and virtual agents can handle customer queries, provide support, and route complex issues to human agents.<\/li>\n<\/ul>\n\n\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<h3 class=\"wp-block-heading has-medium-small-font-size\" id=\"h-multi-agent-testimonial-how-diego-rubio-uses-ai-multi-agents\">Multi-Agent Testimonial &#8211; How Diego Rubio uses AI Multi-Agents<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">I&#8217;ve been developing an intelligent conversational system that uses a multi-agent architecture with augmented retrieval. The goal is to answer questions accurately and contextually, no matter the content type.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"ember82\">The system currently has three main types of agents:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Orchestrating agent<\/strong>&nbsp;: Analyses the query and determines which type of agent the query should be routed to. It doesn&#8217;t answer the query itself, but acts as an intelligent traffic director.<\/li>\n\n\n\n<li><strong>Document Agent<\/strong>&nbsp;: This is responsible for extracting and reasoning with unstructured text, such as the content of PDFs, Word documents, or TXT files. It uses semantic&nbsp;<em>embeddings<\/em>&nbsp;to find the most relevant fragments before composing the response. <\/li>\n\n\n\n<li><strong>Data Broker<\/strong>&nbsp;: Specialises in spreadsheets. It can understand questions like&nbsp;<em>&#8220;Which country has the most sales this year?&#8221;<\/em>&nbsp;or&nbsp;<em>&#8220;Make a graph showing the monthly revenue trend<\/em>&nbsp;,&#8221; automatically selects the most relevant CSV, and generates code to visualise the results.  <\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>The Agent Specialisation has a positive effect<\/strong>: Each component is focused on solving what it does best, and this&nbsp;<strong>is evident in both the quality of the responses and the user experience<\/strong>&nbsp;. <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The answers are more precise<\/li>\n\n\n\n<li>Errors have decreased<\/li>\n\n\n\n<li>The system is easier to maintain and scale<\/li>\n<\/ul>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h.cslnyvvwhcl8\"><strong>Frameworks to Build AI Multi-Agents<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Several modern frameworks make it easier than ever to design and deploy multiagent systems: this includes both open-source libraries and commercial platforms that offer robust tools for agent communication, task allocation, and conflict resolution. Here are some examples:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A typical <strong>AI Strategy Framework<\/strong> includes:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Planning Agent<\/strong>: Designs strategies and assigns tasks.<\/li>\n\n\n\n<li><strong>Execution Agents<\/strong>: Perform concrete actions (data analysis, device control).<\/li>\n\n\n\n<li><strong>Communication Mediator<\/strong>: Manages messages and events.<\/li>\n\n\n\n<li><strong>Shared Knowledge Repository<\/strong>: Stores models, rules, and results.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Coordination Mechanisms<\/em>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Auctions<\/strong>: Resource allocation through bidding.<\/li>\n\n\n\n<li><strong>Smart Contracts<\/strong>: Codified agreements for roles.<\/li>\n\n\n\n<li><strong>Consensus Protocols<\/strong>: Ensure state coherence across agents.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h.uwop4vhpst9m\"><strong>1. CrewAI<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">CrewAI is a framework that helps orchestrate roles, tools, and goals within your multiagent system. It simplifies the creation of agents that can perform specific tasks, and then allows you to combine these agents into a &#8220;crew&#8221; to accomplish more complex objectives. CrewAI focuses on defining clear roles and responsibilities for each agent, enabling them to work together seamlessly.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Python Example:<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code has-gray-light-background-color has-background\"><code>\uec03from&nbsp;crewai&nbsp;import&nbsp;Agent,&nbsp;Crew\n\nscheduler&nbsp;=&nbsp;Agent(name=\"Scheduler\",&nbsp;task=\"Coordinate&nbsp;calendars\")\n\nanalyst&nbsp;=&nbsp;Agent(name=\"Analyst\",&nbsp;task=\"Summarize&nbsp;reports\")\n\ncrew&nbsp;=&nbsp;Crew(agents=&#91;scheduler,&nbsp;analyst])\n\ncrew.run(\"Prepare&nbsp;weekly&nbsp;team&nbsp;report&nbsp;and&nbsp;schedule&nbsp;meeting\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h.dvqek0j2bbhn\"><strong>2. LangGraph<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">LangGraph enables you to build agent workflows as graphs, where each node is an agent and edges represent communication paths. This structure allows for highly flexible and dynamic agent interactions, making it suitable for complex decision-making processes. LangGraph provides tools for defining state, managing transitions between nodes, and handling events, giving developers fine-grained control over how agents collaborate and respond to information.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Python Example:<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code has-gray-light-background-color has-background\"><code>\uec03from&nbsp;langgraph.graph&nbsp;import&nbsp;StateGraph\n\ngraph&nbsp;=&nbsp;StateGraph()\n\ngraph.add_node(\"email_handler\")\n\ngraph.add_node(\"calendar_checker\")\n\ngraph.add_edge(\"email_handler\",&nbsp;\"calendar_checker\")\n\ngraph.set_entry_point(\"email_handler\")\n\ngraph.execute({\"email\":&nbsp;\"Schedule&nbsp;meeting&nbsp;with&nbsp;John\"})\n\n\uec02<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ember89\">Conclusion: Where We&#8217;re Going with Multi-Agent AI<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI isn&#8217;t just about generating text; it&#8217;s about correctly interpreting user intent, accessing the right information, and acting logically. <strong>Multi-agent architecture<\/strong> represents a significant leap forward in this regard, moving from a single, generic model to a system that reasons like a <strong>team of experts<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This approach is more than just a technical improvement; it\u2019s a new philosophy for building <strong>distributed, collaborative, and specialised AI systems<\/strong>. By dividing tasks among specialised agents, we can tackle complex problems efficiently, whether for personal use or large-scale enterprise workflows.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"ember94\">While not every project will require a multi-agent system, their use will definitely become more common in real-world products. These systems offer a flexible, scalable, and intelligent solution that can deliver substantial value, provided we embrace the technology responsibly and address the ethical and operational challenges that come with it.<\/p>\n\n\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>The latest generation of AI models like Google Gemini and OpenAI&#8217;s GPT have transformed how we interact with information, but a new challenge has emerged because most users want AI to solve more complex tasks. When data is scattered across different formats\u2014from PDF contracts to Excel spreadsheets\u2014a single AI model often falls short. This is [&hellip;]<\/p>\n","protected":false},"featured_media":147656,"template":"","categories":[890],"tags":[6079],"industry":[],"class_list":["post-700399","expert-view","type-expert-view","status-publish","has-post-thumbnail","hentry","category-ai","tag-ai-upskilling-program-be"],"acf":[],"cards":"\n\t<div class=\"single-post-card\">\n\n\t\t<figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/devoteam.info\/be\/expert-view\/multi-agent-ai\/\" target=\"_self\" ><img width=\"1920\" height=\"1280\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Guide on Multi-Agent AI: The Future of Conversational Systems?\" style=\"aspect-ratio:4\/3;width:100%;object-fit:cover;\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463.jpg 1920w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463-300x200.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463-1024x683.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463-768x512.jpg 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463-1536x1024.jpg 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/a><\/figure>\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\/multi-agent-ai\/\" target=\"_self\" >Guide on Multi-Agent AI: The Future of Conversational Systems?<\/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>Guide on Multi-Agent AI: The Future of Conversational Systems? | Devoteam<\/title>\n<meta name=\"description\" content=\"Dive into multi-agent AI. Discover how you can build a &quot;team of AI experts&quot; that solves complex problems by using data from diverse sources.\" \/>\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\/multi-agent-ai\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Guide on Multi-Agent AI: The Future of Conversational Systems?\" \/>\n<meta property=\"og:description\" content=\"Dive into multi-agent AI. Discover how you can build a &quot;team of AI experts&quot; that solves complex problems by using data from diverse sources.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/devoteam.info\/be\/expert-view\/multi-agent-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"Devoteam\" \/>\n<meta property=\"article:modified_time\" content=\"2025-09-17T13:49:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1280\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/devoteam.info\\\/be\\\/expert-view\\\/multi-agent-ai\\\/\",\"url\":\"https:\\\/\\\/devoteam.info\\\/be\\\/expert-view\\\/multi-agent-ai\\\/\",\"name\":\"Guide on Multi-Agent AI: The Future of Conversational Systems? | Devoteam\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/devoteam.info\\\/be\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/devoteam.info\\\/be\\\/expert-view\\\/multi-agent-ai\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/devoteam.info\\\/be\\\/expert-view\\\/multi-agent-ai\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/devoteam.info\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/GettyImages-1449099463.jpg\",\"datePublished\":\"2025-08-20T15:35:23+00:00\",\"dateModified\":\"2025-09-17T13:49:00+00:00\",\"description\":\"Dive into multi-agent AI. Discover how you can build a \\\"team of AI experts\\\" that solves complex problems by using data from diverse sources.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/devoteam.info\\\/be\\\/expert-view\\\/multi-agent-ai\\\/#breadcrumb\"},\"inLanguage\":\"en-BE\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/devoteam.info\\\/be\\\/expert-view\\\/multi-agent-ai\\\/\"]}],\"accessibilityFeature\":[\"tableOfContents\"]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-BE\",\"@id\":\"https:\\\/\\\/devoteam.info\\\/be\\\/expert-view\\\/multi-agent-ai\\\/#primaryimage\",\"url\":\"https:\\\/\\\/devoteam.info\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/GettyImages-1449099463.jpg\",\"contentUrl\":\"https:\\\/\\\/devoteam.info\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/GettyImages-1449099463.jpg\",\"width\":1920,\"height\":1280,\"caption\":\"AI Tender Management\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/devoteam.info\\\/be\\\/expert-view\\\/multi-agent-ai\\\/#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\":\"Guide on Multi-Agent AI: The Future of Conversational Systems?\"}]},{\"@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\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Guide on Multi-Agent AI: The Future of Conversational Systems? | Devoteam","description":"Dive into multi-agent AI. Discover how you can build a \"team of AI experts\" that solves complex problems by using data from diverse sources.","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\/multi-agent-ai\/","og_locale":"en_US","og_type":"article","og_title":"Guide on Multi-Agent AI: The Future of Conversational Systems?","og_description":"Dive into multi-agent AI. Discover how you can build a \"team of AI experts\" that solves complex problems by using data from diverse sources.","og_url":"https:\/\/devoteam.info\/be\/expert-view\/multi-agent-ai\/","og_site_name":"Devoteam","article_modified_time":"2025-09-17T13:49:00+00:00","og_image":[{"width":1920,"height":1280,"url":"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/devoteam.info\/be\/expert-view\/multi-agent-ai\/","url":"https:\/\/devoteam.info\/be\/expert-view\/multi-agent-ai\/","name":"Guide on Multi-Agent AI: The Future of Conversational Systems? | Devoteam","isPartOf":{"@id":"https:\/\/devoteam.info\/be\/#website"},"primaryImageOfPage":{"@id":"https:\/\/devoteam.info\/be\/expert-view\/multi-agent-ai\/#primaryimage"},"image":{"@id":"https:\/\/devoteam.info\/be\/expert-view\/multi-agent-ai\/#primaryimage"},"thumbnailUrl":"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463.jpg","datePublished":"2025-08-20T15:35:23+00:00","dateModified":"2025-09-17T13:49:00+00:00","description":"Dive into multi-agent AI. Discover how you can build a \"team of AI experts\" that solves complex problems by using data from diverse sources.","breadcrumb":{"@id":"https:\/\/devoteam.info\/be\/expert-view\/multi-agent-ai\/#breadcrumb"},"inLanguage":"en-BE","potentialAction":[{"@type":"ReadAction","target":["https:\/\/devoteam.info\/be\/expert-view\/multi-agent-ai\/"]}],"accessibilityFeature":["tableOfContents"]},{"@type":"ImageObject","inLanguage":"en-BE","@id":"https:\/\/devoteam.info\/be\/expert-view\/multi-agent-ai\/#primaryimage","url":"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463.jpg","contentUrl":"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463.jpg","width":1920,"height":1280,"caption":"AI Tender Management"},{"@type":"BreadcrumbList","@id":"https:\/\/devoteam.info\/be\/expert-view\/multi-agent-ai\/#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":"Guide on Multi-Agent AI: The Future of Conversational Systems?"}]},{"@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":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463.jpg",1920,1280,false],"thumbnail":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463-150x150.jpg",150,150,true],"medium":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463-300x200.jpg",300,200,true],"medium_large":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463-768x512.jpg",768,512,true],"large":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463-1024x683.jpg",1024,683,true],"1536x1536":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463-1536x1024.jpg",1536,1024,true],"2048x2048":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1449099463.jpg",1920,1280,false]},"uagb_author_info":{"display_name":"esnekane","author_link":"https:\/\/devoteam.info\/be\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"The latest generation of AI models like Google Gemini and OpenAI&#8217;s GPT have transformed how we interact with information, but a new challenge has emerged because most users want AI to solve more complex tasks. When data is scattered across different formats\u2014from PDF contracts to Excel spreadsheets\u2014a single AI model often falls short. This is&hellip;","_links":{"self":[{"href":"https:\/\/devoteam.info\/be\/wp-json\/wp\/v2\/expert-view\/700399","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\/700399\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/devoteam.info\/be\/wp-json\/wp\/v2\/media\/147656"}],"wp:attachment":[{"href":"https:\/\/devoteam.info\/be\/wp-json\/wp\/v2\/media?parent=700399"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devoteam.info\/be\/wp-json\/wp\/v2\/categories?post=700399"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devoteam.info\/be\/wp-json\/wp\/v2\/tags?post=700399"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/devoteam.info\/be\/wp-json\/wp\/v2\/industry?post=700399"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}