{"id":1155342,"date":"2025-12-04T04:13:49","date_gmt":"2025-12-04T12:13:49","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-project&#038;p=1155342"},"modified":"2026-02-02T09:22:13","modified_gmt":"2026-02-02T17:22:13","slug":"advancing-reasoning-capabilities-in-agentic-ai-systems","status":"publish","type":"msr-project","link":"https:\/\/www.microsoft.com\/en-us\/research\/project\/advancing-reasoning-capabilities-in-agentic-ai-systems\/","title":{"rendered":"Advancing Reasoning Capabilities in Agentic AI Systems"},"content":{"rendered":"<section class=\"mb-3 moray-highlight\">\n\t<div class=\"card-img-overlay mx-lg-0\">\n\t\t<div class=\"card-background  has-background- card-background--full-bleed\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"721\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/Advancing-Reasoning-Capabilities-in-Agentic-AI-Systems_Banner-1920x721-1.jpg\" class=\"attachment-full size-full\" alt=\"background pattern\" style=\"\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/Advancing-Reasoning-Capabilities-in-Agentic-AI-Systems_Banner-1920x721-1.jpg 1920w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/Advancing-Reasoning-Capabilities-in-Agentic-AI-Systems_Banner-1920x721-1-300x113.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/Advancing-Reasoning-Capabilities-in-Agentic-AI-Systems_Banner-1920x721-1-1024x385.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/Advancing-Reasoning-Capabilities-in-Agentic-AI-Systems_Banner-1920x721-1-768x288.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/Advancing-Reasoning-Capabilities-in-Agentic-AI-Systems_Banner-1920x721-1-1536x577.jpg 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/Advancing-Reasoning-Capabilities-in-Agentic-AI-Systems_Banner-1920x721-1-1600x600.jpg 1600w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/Advancing-Reasoning-Capabilities-in-Agentic-AI-Systems_Banner-1920x721-1-240x90.jpg 240w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/>\t\t<\/div>\n\t\t<!-- Foreground -->\n\t\t<div class=\"card-foreground d-flex mt-md-n5 my-lg-5 px-g px-lg-0\">\n\t\t\t<!-- Container -->\n\t\t\t<div class=\"container d-flex mt-md-n5 my-lg-5 \">\n\t\t\t\t<!-- Card wrapper -->\n\t\t\t\t<div class=\"w-100 w-lg-col-5\">\n\t\t\t\t\t<!-- Card -->\n\t\t\t\t\t<div class=\"card material-md-card py-5 px-md-5\">\n\t\t\t\t\t\t<div class=\"card-body \">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\n\n<h1 class=\"wp-block-heading\" id=\"advancing-reasoning-capabilities-in-agentic-ai-systems\">Advancing Reasoning Capabilities in Agentic AI Systems<\/h1>\n\n\n\n<p><\/p>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n\n\n\n<p>This project aims to push the boundaries of agentic AI by addressing three critical challenges: long-horizon memory, safe and aligned tool usage, and adaptive reasoning. Current language models excel at text generation but lack agency\u2014the ability to plan, act, and adapt in dynamic environments. The research focuses on designing structured memory modules for scalable multi-step reasoning, developing mechanisms to ensure safety and trust in tool interactions, and creating models that dynamically balance underthinking and overthinking for efficient problem-solving. These innovations will enable AI systems to perform complex, real-world tasks with greater reliability, transparency, and autonomy.<br><br>This research is conducted via&nbsp;<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/academic-program\/agentic-ai-research-and-innovation\/\">The Agentic AI Research and Innovation&nbsp;<\/a>(AARI) Initiative which focuses on the next frontier of agentic systems through&nbsp;<em>Grand Challenges<\/em>&nbsp;with the academic community and Microsoft Research.<\/p>\n\n\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>This project aims to push the boundaries of agentic AI by addressing three critical challenges: long-horizon memory, safe and aligned tool usage, and adaptive reasoning. Current language models excel at text generation but lack agency\u2014the ability to plan, act, and adapt in dynamic environments. The research focuses on designing structured memory modules for scalable multi-step [&hellip;]<\/p>\n","protected":false},"featured_media":1155702,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","footnotes":""},"research-area":[13556],"msr-locale":[268875],"msr-impact-theme":[],"msr-pillar":[],"class_list":["post-1155342","msr-project","type-msr-project","status-publish","has-post-thumbnail","hentry","msr-research-area-artificial-intelligence","msr-locale-en_us","msr-archive-status-active"],"msr_project_start":"","related-publications":[],"related-downloads":[],"related-videos":[],"related-groups":[],"related-events":[],"related-opportunities":[],"related-posts":[],"related-articles":[],"tab-content":[],"slides":[],"related-researchers":[{"type":"guest","display_name":"Mohit Bansal","user_id":1155345,"people_section":"Section name 0","alias":""},{"type":"user_nicename","display_name":"Akshay Nambi","user_id":38169,"people_section":"Section name 0","alias":"akshayn"},{"type":"guest","display_name":"Joykirat Singh","user_id":1161253,"people_section":"Section name 0","alias":""}],"msr_research_lab":[],"msr_impact_theme":[],"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/1155342","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-project"}],"version-history":[{"count":8,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/1155342\/revisions"}],"predecessor-version":[{"id":1161267,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/1155342\/revisions\/1161267"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/1155702"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1155342"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1155342"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1155342"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=1155342"},{"taxonomy":"msr-pillar","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-pillar?post=1155342"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}