{"id":4323,"date":"2026-06-25T15:26:29","date_gmt":"2026-06-25T13:26:29","guid":{"rendered":"https:\/\/www.r-tree.net\/?page_id=4323"},"modified":"2026-07-22T11:24:34","modified_gmt":"2026-07-22T09:24:34","slug":"bok-as-an-environment-for-ai-based-autonomous-agents","status":"publish","type":"page","link":"http:\/\/www.r-tree.net\/en\/bok\/bok-as-an-environment-for-ai-based-autonomous-agents\/","title":{"rendered":"BoK as an Environment for AI-based Autonomous Agents"},"content":{"rendered":"\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group full-boxed rtree-block-1 has-custom-css has-global-padding is-layout-constrained wp-block-group-is-layout-constrained wp-custom-css-a23ba4c2\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-b2e659ba wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column inner-width is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-center p-gradient\"><strong>What is an Autonomous Agent<\/strong><\/h2>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\"><strong><strong>and why it&#8217;s not just ChatGPT or Claude<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It is much more than simple access to an LLM \u2013 Large Language Model \u2013 typically obtained through a cloud-based cognitive chatbot or through the various web interfaces provided by global LLM makers such as OpenAI, Anthropic, Google, etc. <br><br><strong>A BoK Autonomous Agent works on-Prem<\/strong><br>Autonomous Agents in BoK operate within the BoK platform, which can be installed on-Premises or on our clients&#8217; Private Cloud. This provides greater assurance of confidentiality in processing: organizations&#8217; data is processed securely.<br><br>The typical elements of an Autonomous Agent are:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Input Data<\/strong>\n<ul class=\"wp-block-list\">\n<li>these are needed to turn a processing workflow into an actual output<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>The Autonomous Agent&#8217;s specific processing environment\n<ul class=\"wp-block-list\">\n<li><strong>AI &#8211; LLM:<\/strong> the actual Large Language Model, for which the ability to draw on its own general knowledge of a given topic is deliberately limited \u2014 this being the main cause of hallucinations.<br>Furthermore, LLMs can be run either on-Premises (e.g., OpenAI&#8217;s GPT, Meta&#8217;s LLaMA, Google&#8217;s Gemma, etc.) or accessed as on-Cloud LLMs (e.g., OpenAI&#8217;s GPT, Anthropic&#8217;s Claude, Google&#8217;s Gemini, etc.). The choice between an on-Premises LLM, an on-Cloud LLM, or a combination of both depends solely on the client&#8217;s specific requirements.<\/li>\n\n\n\n<li><strong>Training and Domain Knowledge<\/strong>: these are needed to turn a processing workflow into an actual output\n<ul class=\"wp-block-list\">\n<li><strong>Context Layer<\/strong>: these are needed to turn a processing workflow into an actual output<\/li>\n\n\n\n<li><strong>Semantic Layer<\/strong>: these are needed to turn a processing workflow into an actual output<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Output generation instructions<\/strong>: these are needed to turn a processing workflow into an actual output<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Output Data<\/strong>\n<ul class=\"wp-block-list\">\n<li>Layer di formattazione grafica e\/o di predisposizione del formato di ouput previsto dall&#8217;utente: puro testo, HTML, un file JSON, una chiamata ad un&#8217;API, etc.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Internal and External Knowledge<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In an Autonomous Agent, the solidity of the Internal Knowledge made available by the Client \u2014 in collaboration with R-Tree consultants \u2014 proves critically important.<\/p>\n\n\n\n<div style=\"height:16px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group agente-autonomo full-boxed has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--large);margin-bottom:var(--wp--preset--spacing--large)\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-b2e659ba wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading has-text-align-center\">What is an Autonomous Agent<\/h3>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns primari is-layout-flex wp-container-core-columns-is-layout-b2e659ba wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h4 class=\"wp-block-heading\">INPUT<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><br>Data and\/or documents<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-columns primari is-layout-flex wp-container-core-columns-is-layout-b2e659ba wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><br>AI \u2013 Large Language Model<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><br>Training and Domain Knowledge<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><br>Output generation instructions<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns primari is-layout-flex wp-container-core-columns-is-layout-b2e659ba wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><br>External Knowledge<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66%\">\n<p class=\"wp-block-paragraph\"><br>Internal Knowledge<br>(Client and R-Tree)<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns primari is-layout-flex wp-container-core-columns-is-layout-b2e659ba wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66%\">\n<h3 class=\"wp-block-heading\"><br>AUTONOMOUS AGENT<\/h3>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h4 class=\"wp-block-heading\">OUTPUT<br><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Data and\/or documents<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group full-boxed rtree-block-1 has-custom-css has-global-padding is-layout-constrained wp-block-group-is-layout-constrained wp-custom-css-589bd6fa\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-b2e659ba wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column inner-width is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-center p-gradient\"><strong><strong>BoK as a platform for <\/strong><\/strong><br><strong><strong>Autonomous Agents<\/strong><\/strong><\/h2>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Each Autonomous Agent represents a way of accessing your own knowledge with the assistance of Generative AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>What can you do with Autonomous Agents?<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Have a dialogue with your own PDFs<\/li>\n\n\n\n<li>Fill out checklists and validation lists, based on defined acceptance criteria, according to the contents of certain documents analyzed by the Autonomous Agent<\/li>\n\n\n\n<li>Search your own knowledge base in a conversational way<\/li>\n\n\n\n<li>Create in-house experts specialized in specific domains of your organization&#8217;s knowledge:\n<ul class=\"wp-block-list\">\n<li>Expert in researching topics from customer technical support tickets<\/li>\n\n\n\n<li>Expert in paint composition for a painting\/coating plant<\/li>\n\n\n\n<li>Expert in managing production line faults\/breakdowns<\/li>\n\n\n\n<li>Expert metallurgist and analyst of the chemical properties of metals<\/li>\n\n\n\n<li>Expert in managing Safety Data Sheets for chemical products<\/li>\n\n\n\n<li>Expert generator of marketing emails<\/li>\n\n\n\n<li>Expert in writing technical documentation\/manuals<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<div style=\"height:16px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"contattaci\" class=\"wp-block-group full-boxed section-contatti has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns are-vertically-aligned-center intro-block is-layout-flex wp-container-core-columns-is-layout-b2e659ba wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center contatti-info is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:32%\">\n<h2 class=\"wp-block-heading title-1\">Need information?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Tell us about your context and goal:<br>we will reply with the most suitable path.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity dark is-style-wide\" 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global LLM makers such as OpenAI, Anthropic, Google, etc. A BoK Autonomous [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4210,"parent":4192,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"class_list":["post-4323","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>BoK as an Environment for AI-based Autonomous Agents - R-Tree<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"http:\/\/www.r-tree.net\/en\/bok\/bok-as-an-environment-for-ai-based-autonomous-agents\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta 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