{"id":212549,"date":"2026-05-12T08:04:00","date_gmt":"2026-05-12T12:04:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/05\/12\/ai-in-the-physical-world-helping-robotic-arms-solve-problems-using-tools\/"},"modified":"2026-05-12T08:15:09","modified_gmt":"2026-05-12T12:15:09","slug":"ai-in-the-physical-world-helping-robotic-arms-solve-problems-using-tools","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/05\/12\/ai-in-the-physical-world-helping-robotic-arms-solve-problems-using-tools\/","title":{"rendered":"AI in the Physical World: Helping Robotic Arms Solve Problems Using Tools"},"content":{"rendered":"<p><a href=\"https:\/\/www.seas.upenn.edu\/stories\/ai-in-the-physical-world-helping-robotic-arms-solve-problems-using-tools\/\">AI in the Physical World: Helping Robotic Arms Solve Problems Using Tools<\/a><\/p>\n<p><a href=\"https:\/\/www.seas.upenn.edu\/stories\/ai-in-the-physical-world-helping-robotic-arms-solve-problems-using-tools\/\">https:\/\/www.seas.upenn.edu\/stories\/ai-in-the-physical-world-helping-robotic-arms-solve-problems-using-tools\/<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-05-12 08:04:00<\/a><\/p>\n<p>Source Domain: <a href=\"www.seas.upenn.edu\">www.seas.upenn.edu<\/a><\/p>\n<ul>\n<li>\n<p><strong>Innovative Research Project<\/strong>: Tianyu Li and George Jiayuan Gao have developed a framework called VLMgineer that uses AI to design, adapt, and deploy tools in the real world.<\/p>\n<\/li>\n<li>\n<p><strong>Purpose Beyond Computation<\/strong>: Unlike typical AI, this project focuses on enabling robots to perform tasks by suggesting and refining tool designs, mirroring human learning processes.<\/p>\n<\/li>\n<li>\n<p><strong>Autonomy and Scalability<\/strong>: The system aims for scalability by incorporating minimal human feedback, ensuring the AI&#8217;s ability to solve problems independently in complex environments.<\/p>\n<\/li>\n<li>\n<p><strong>Shift in Robotics Approach<\/strong>: Instead of enhancing the robot&#8217;s hardware and control systems, this approach enriches the robot&#8217;s capabilities by equipping it with better tools, inspired by human tool use.<\/p>\n<\/li>\n<li>\n<p><strong>Multidisciplinary Collaboration<\/strong>: The project successfully integrates robotics, machine learning, and vision-language modeling, showcasing the importance of interdisciplinary cooperation.<\/p>\n<\/li>\n<li>\n<p><strong>Real-world Impacts<\/strong>: Envisioned applications range from manufacturing to agriculture and even household robots, potentially re-defining how robots are utilized across various industries.<\/p>\n<\/li>\n<li>\n<p><strong>Ongoing Challenges and Future Goals<\/strong>: The AI sometimes proposes unconventional or unrealistic designs, but ongoing work seeks to bridge that gap by integrating physical constraints and improving tool realism and manufacturability. <\/p>\n<\/li>\n<li>\n<p><strong>Milestone Achievement<\/strong>: The research presented at the ICLR 2026 marks a significant advancement and a stepping stone for Li, who is graduating and planning to transition this technology into the industry.<\/p>\n<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI in the Physical World: Helping Robotic Arms Solve Problems Using Tools https:\/\/www.seas.upenn.edu\/stories\/ai-in-the-physical-world-helping-robotic-arms-solve-problems-using-tools\/ Publish Date:&#8230;<\/p>\n","protected":false},"author":1,"featured_media":212551,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/www.seas.upenn.edu\/wp-content\/uploads\/2026\/05\/P1173407.jpg","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[],"class_list":["post-212549","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/212549"}],"collection":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/comments?post=212549"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/212549\/revisions"}],"predecessor-version":[{"id":212552,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/212549\/revisions\/212552"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/212551"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=212549"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=212549"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=212549"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}