{"id":676,"date":"2025-11-05T21:58:26","date_gmt":"2025-11-05T18:28:26","guid":{"rendered":"https:\/\/razieh-akbari.tech\/en\/?page_id=676"},"modified":"2025-11-06T11:47:34","modified_gmt":"2025-11-06T08:17:34","slug":"project-1","status":"publish","type":"page","link":"https:\/\/razieh-akbari.tech\/en\/project-1\/","title":{"rendered":"Elementor #676"},"content":{"rendered":"<h2>\n<p><b>Agentic RAG \u2014 Intelligent Assistant for Agile Project<br \/>\nManagement<\/b><\/p>\n<\/h2>\n<p>This application is built upon an <strong>Agentic RAG (Retrieval-Augmented Generation with Agentic Reasoning)<\/strong> architecture, combining the reasoning capabilities of large language models with autonomous decision-making and structured information retrieval.<\/p>\n<p>Instead of a single static model answering all queries, the system dynamically <strong>routes the user\u2019s question through multiple reasoning agents<\/strong>, each with a specialized function \u2014 such as retrieval, grading, rewriting, and answer generation. This agent-oriented workflow allows the model to:<\/p>\n<ul>\n<li>decide whether additional context is needed,<\/li>\n<li>fetch and evaluate relevant project information, and<\/li>\n<li>synthesize a precise and context-aware response.<\/li>\n<\/ul>\n<p>The application enables <strong>Agile Project Managers<\/strong> to interact with project documentation, user stories, tasks, and acceptance criteria in natural language \u2014 transforming raw textual data into actionable insights and structured understanding.<\/p>\n<p><strong>Core Technologies and Architecture:<\/strong><\/p>\n<ul>\n<li><strong>Agentic RAG:<\/strong> A multi-stage reasoning framework integrating LLMs with retrieval, reflection, and adaptive question-rewriting loops.<\/li>\n<li><strong>LangGraph:<\/strong> Used to orchestrate the multi-agent workflow graph (Router \u2192 Retriever \u2192 Grader \u2192 Rewriter \u2192 Generator) ensuring controllable and explainable execution flow.<\/li>\n<li><strong>LangChain + OpenAI Models:<\/strong> Powering reasoning and generation through GPT-4o and text-embedding-3-large for deep semantic understanding.<\/li>\n<li><strong>FAISS Vector Store:<\/strong> Providing high-speed vector search and similarity-based retrieval across project knowledge bases.<\/li>\n<li><strong>Streamlit Framework:<\/strong> Delivering an interactive, browser-based environment for seamless human-AI collaboration.<\/li>\n<\/ul>\n<p>This project showcases a practical implementation of <strong>human-centered, agentic AI<\/strong> within Agile Software Engineering \u2014 a step toward autonomous assistants capable of supporting project planning, backlog refinement, and intelligent decision-making in complex collaborative environments.<\/p>\n<p>\t\t\t\t\t<iframe loading=\"lazy\" \n  src=\"https:\/\/raziehakbari2020-agentic-rag-scrum-agentic-rag-streamlit-xr68jp.streamlit.app\/?embed=true&#038;theme=dark\"\n  width=\"100%\"\n  height=\"900\"\n  style=\"border:none; border-radius:12px; overflow:hidden;\"><br \/>\n<\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Agentic RAG \u2014 Intelligent Assistant for Agile Project Management This application is built upon an Agentic RAG (Retrieval-Augmented &#8230;<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-676","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/razieh-akbari.tech\/en\/wp-json\/wp\/v2\/pages\/676","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/razieh-akbari.tech\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/razieh-akbari.tech\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/razieh-akbari.tech\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/razieh-akbari.tech\/en\/wp-json\/wp\/v2\/comments?post=676"}],"version-history":[{"count":11,"href":"https:\/\/razieh-akbari.tech\/en\/wp-json\/wp\/v2\/pages\/676\/revisions"}],"predecessor-version":[{"id":687,"href":"https:\/\/razieh-akbari.tech\/en\/wp-json\/wp\/v2\/pages\/676\/revisions\/687"}],"wp:attachment":[{"href":"https:\/\/razieh-akbari.tech\/en\/wp-json\/wp\/v2\/media?parent=676"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}