{"id":9317,"date":"2024-11-26T13:53:00","date_gmt":"2024-11-26T10:53:00","guid":{"rendered":"https:\/\/msc2024.dit.hua.gr\/?p=9317"},"modified":"2025-11-25T13:55:38","modified_gmt":"2025-11-25T10:55:38","slug":"llm-agents-for-real-world-applications-the-case-of-financial-analysis-and-training-assistants-in-vr","status":"publish","type":"post","link":"https:\/\/msc2024.dit.hua.gr\/en\/llm-agents-for-real-world-applications-the-case-of-financial-analysis-and-training-assistants-in-vr\/","title":{"rendered":"LLM Agents for Real-World Applications.\u00a0The case of Financial Analysis and Training assistants in VR"},"content":{"rendered":"<p><\/p>\n\n\n\n<p><em><strong><a href=\"https:\/\/www.linkedin.com\/in\/georgios-fatouros\/\" target=\"_blank\" rel=\"noreferrer noopener\">George Fatouros<\/a>\u00a0<\/strong><em>is an AI Engineer, Researcher, and Chief Technology Officer at Alpha Tensor Technologies. Soon to complete his Ph.D. in Applied Artificial Intelligence from University of Piraeus, George also holds an MSc in Data Science and a Diploma in Economics. With a specialization in machine learning, data analytics, and software development, George has led technical activities in multiple R&amp;D projects and has made significant contributions to the field, recognized in prestigious journals and conferences. As CTO and co-founder of Alpha Tensor Technologies, George drives the technological strategy and development, focusing on practical, cutting-edge applications of Generative AI in financial markets and analysis.<\/em>ance is undeniably superior to previous approaches. With this success, the critical questions now are: What are the limitations of current large-scale learning? What frontiers remain? And what are the implications of these developments?<\/em><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong><em>\u0391\u03ba\u03bf\u03bb\u03bf\u03c5\u03b8\u03b5\u03af \u03c3\u03cd\u03bd\u03c4\u03bf\u03bc\u03b7 \u03c0\u03b5\u03c1\u03b9\u03b3\u03c1\u03b1\u03c6\u03ae<\/em><\/strong><\/p>\n\n\n\n<p><em><em>This presentation delves into the transformative capabilities of Large Language Models (LLMs), exploring their foundational principles and real-world applications. It discusses the key milestones in Natural Language Processing (NLP), explaining the inner workings of LLMs and approaches for bootstrapping them, such as Retrieval-Augmented Generation (RAG) and architectures for building LLM Agents. The focus then shifts to practical implementations, spotlighting\u00a0<a href=\"https:\/\/www.marketsense-ai.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">MarketSenseAI\u00a0<\/a>and\u00a0<a href=\"https:\/\/www.alpha-tensor.ai\/marketsense-gpt\" target=\"_blank\" rel=\"noreferrer noopener\">MarketSenseGPT\u2014<\/a>innovative tools leveraging GPT-4 for explainable stock analysis and selection. These systems integrate diverse financial data sources, including news, market trends, fundamentals, and macroeconomic indicators, to emulate expert-level decision-making. Additional use cases will be discussed including LLM assisted industrial training in VR and multi-agent LLM systems for collaborative problem-solving<\/em><\/em><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>29\/11\/2024 | \u039f\u03bc\u03b9\u03bb\u03b7\u03c4\u03ae\u03c2:  George Fatouros, Co-Founder &#038; CTO at \u03b1Tensor | AI Engineer<\/p>","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[179,193],"tags":[],"class_list":["post-9317","post","type-post","status-publish","format-standard","hentry","category-anakoinoseis","category-seminaria"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.3 (Yoast SEO v22.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>LLM Agents for Real-World Applications.\u00a0The case of Financial Analysis and Training assistants in VR - MSc | Informatics and Telematics | Harokopio University<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/msc2024.dit.hua.gr\/en\/llm-agents-for-real-world-applications-the-case-of-financial-analysis-and-training-assistants-in-vr\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LLM Agents for Real-World Applications.\u00a0The case of Financial Analysis and Training assistants in VR\" \/>\n<meta property=\"og:description\" content=\"29\/11\/2024 | \u039f\u03bc\u03b9\u03bb\u03b7\u03c4\u03ae\u03c2: George Fatouros, Co-Founder &amp; CTO at \u03b1Tensor | AI Engineer\" \/>\n<meta property=\"og:url\" content=\"https:\/\/msc2024.dit.hua.gr\/en\/llm-agents-for-real-world-applications-the-case-of-financial-analysis-and-training-assistants-in-vr\/\" \/>\n<meta property=\"og:site_name\" content=\"MSc | Informatics and Telematics | Harokopio University\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-26T10:53:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-25T10:55:38+00:00\" \/>\n<meta name=\"author\" content=\"Foteini Daneli\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Foteini Daneli\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/msc2024.dit.hua.gr\/llm-agents-for-real-world-applications-the-case-of-financial-analysis-and-training-assistants-in-vr\/\",\"url\":\"https:\/\/msc2024.dit.hua.gr\/llm-agents-for-real-world-applications-the-case-of-financial-analysis-and-training-assistants-in-vr\/\",\"name\":\"LLM Agents for Real-World Applications.\u00a0The case of Financial Analysis and Training assistants in VR - MSc | Informatics and Telematics | Harokopio University\",\"isPartOf\":{\"@id\":\"https:\/\/msc2024.dit.hua.gr\/#website\"},\"datePublished\":\"2024-11-26T10:53:00+00:00\",\"dateModified\":\"2025-11-25T10:55:38+00:00\",\"author\":{\"@id\":\"https:\/\/msc2024.dit.hua.gr\/#\/schema\/person\/5fd8b7b750bed08ba00a047749219d83\"},\"breadcrumb\":{\"@id\":\"https:\/\/msc2024.dit.hua.gr\/llm-agents-for-real-world-applications-the-case-of-financial-analysis-and-training-assistants-in-vr\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/msc2024.dit.hua.gr\/llm-agents-for-real-world-applications-the-case-of-financial-analysis-and-training-assistants-in-vr\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/msc2024.dit.hua.gr\/llm-agents-for-real-world-applications-the-case-of-financial-analysis-and-training-assistants-in-vr\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u0391\u03c1\u03c7\u03b9\u03ba\u03ae\",\"item\":\"https:\/\/msc2024.dit.hua.gr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"LLM Agents for Real-World Applications.\u00a0The case of Financial Analysis and Training assistants in VR\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/msc2024.dit.hua.gr\/#website\",\"url\":\"https:\/\/msc2024.dit.hua.gr\/\",\"name\":\"MSc | Informatics and Telematics | Harokopio University\",\"description\":\"Postgraduate Studies in Informatics and Telematics\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/msc2024.dit.hua.gr\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/msc2024.dit.hua.gr\/#\/schema\/person\/5fd8b7b750bed08ba00a047749219d83\",\"name\":\"Foteini Daneli\",\"url\":\"https:\/\/msc2024.dit.hua.gr\/en\/author\/foteini\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"LLM Agents for Real-World Applications.\u00a0The case of Financial Analysis and Training assistants in VR - MSc | Informatics and Telematics | Harokopio University","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:\/\/msc2024.dit.hua.gr\/en\/llm-agents-for-real-world-applications-the-case-of-financial-analysis-and-training-assistants-in-vr\/","og_locale":"en_GB","og_type":"article","og_title":"LLM Agents for Real-World Applications.\u00a0The case of Financial Analysis and Training assistants in VR","og_description":"29\/11\/2024 | \u039f\u03bc\u03b9\u03bb\u03b7\u03c4\u03ae\u03c2: George Fatouros, Co-Founder & CTO at \u03b1Tensor | AI Engineer","og_url":"https:\/\/msc2024.dit.hua.gr\/en\/llm-agents-for-real-world-applications-the-case-of-financial-analysis-and-training-assistants-in-vr\/","og_site_name":"MSc | Informatics and Telematics | Harokopio University","article_published_time":"2024-11-26T10:53:00+00:00","article_modified_time":"2025-11-25T10:55:38+00:00","author":"Foteini Daneli","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Foteini Daneli","Estimated reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/msc2024.dit.hua.gr\/llm-agents-for-real-world-applications-the-case-of-financial-analysis-and-training-assistants-in-vr\/","url":"https:\/\/msc2024.dit.hua.gr\/llm-agents-for-real-world-applications-the-case-of-financial-analysis-and-training-assistants-in-vr\/","name":"LLM Agents for Real-World Applications.\u00a0The case of Financial Analysis and Training assistants in VR - MSc | Informatics and Telematics | Harokopio University","isPartOf":{"@id":"https:\/\/msc2024.dit.hua.gr\/#website"},"datePublished":"2024-11-26T10:53:00+00:00","dateModified":"2025-11-25T10:55:38+00:00","author":{"@id":"https:\/\/msc2024.dit.hua.gr\/#\/schema\/person\/5fd8b7b750bed08ba00a047749219d83"},"breadcrumb":{"@id":"https:\/\/msc2024.dit.hua.gr\/llm-agents-for-real-world-applications-the-case-of-financial-analysis-and-training-assistants-in-vr\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/msc2024.dit.hua.gr\/llm-agents-for-real-world-applications-the-case-of-financial-analysis-and-training-assistants-in-vr\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/msc2024.dit.hua.gr\/llm-agents-for-real-world-applications-the-case-of-financial-analysis-and-training-assistants-in-vr\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u0391\u03c1\u03c7\u03b9\u03ba\u03ae","item":"https:\/\/msc2024.dit.hua.gr\/"},{"@type":"ListItem","position":2,"name":"LLM Agents for Real-World Applications.\u00a0The case of Financial Analysis and Training assistants in VR"}]},{"@type":"WebSite","@id":"https:\/\/msc2024.dit.hua.gr\/#website","url":"https:\/\/msc2024.dit.hua.gr\/","name":"MSc | Informatics and Telematics | Harokopio University","description":"Postgraduate Studies in Informatics and Telematics","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/msc2024.dit.hua.gr\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-GB"},{"@type":"Person","@id":"https:\/\/msc2024.dit.hua.gr\/#\/schema\/person\/5fd8b7b750bed08ba00a047749219d83","name":"Foteini Daneli","url":"https:\/\/msc2024.dit.hua.gr\/en\/author\/foteini\/"}]}},"_links":{"self":[{"href":"https:\/\/msc2024.dit.hua.gr\/en\/wp-json\/wp\/v2\/posts\/9317","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/msc2024.dit.hua.gr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/msc2024.dit.hua.gr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/msc2024.dit.hua.gr\/en\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/msc2024.dit.hua.gr\/en\/wp-json\/wp\/v2\/comments?post=9317"}],"version-history":[{"count":2,"href":"https:\/\/msc2024.dit.hua.gr\/en\/wp-json\/wp\/v2\/posts\/9317\/revisions"}],"predecessor-version":[{"id":9319,"href":"https:\/\/msc2024.dit.hua.gr\/en\/wp-json\/wp\/v2\/posts\/9317\/revisions\/9319"}],"wp:attachment":[{"href":"https:\/\/msc2024.dit.hua.gr\/en\/wp-json\/wp\/v2\/media?parent=9317"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/msc2024.dit.hua.gr\/en\/wp-json\/wp\/v2\/categories?post=9317"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/msc2024.dit.hua.gr\/en\/wp-json\/wp\/v2\/tags?post=9317"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}