{"@context":"https://neupai.io/schema/v0.2","@type":"StructuredNewsArticle","identity":{"article_id":"tech42_20261029_kim-sang-yoon-physical-ai-forum","canonical_url":"https://www.tech42.co.kr/%ed%98%84%ec%9e%a5-%ed%95%9c%ea%b5%ad%ec%97%90-%eb%82%a8%ec%9d%80-%eb%a7%88%ec%a7%80%eb%a7%89-%ea%b8%b0%ed%9a%8c-%ec%8a%a4%ed%83%80%ed%8a%b8%ec%97%85%ec%9d%b4-%ed%94%bc/?utm_source=rss&utm_medium=rss&utm_campaign=%25ed%2598%2584%25ec%259e%25a5-%25ed%2595%259c%25ea%25b5%25ad%25ec%2597%2590-%25eb%2582%25a8%25ec%259d%2580-%25eb%25a7%2588%25ec%25a7%2580%25eb%25a7%2589-%25ea%25b8%25b0%25ed%259a%258c-%25ec%258a%25a4%25ed%2583%2580%25ed%258a%25b8%25ec%2597%2585%25ec%259d%25b4-%25ed%2594%25bc","ai_url":null,"publisher":{"name":"테크42","domain":"www.tech42.co.kr","type":"online"},"author":"황정호","published_at":"2026-10-29T23:07:29.000Z","updated_at":null,"language":"en","article_type":"straight_news","originality":"self_produced"},"content":{"headline":"[On the Scene] \"Korea's Last Remaining Opportunity\"... Why Startups Should Focus on Physical AI","summary":"Professor Kim Sang-yoon of Kyung Hee University forecast at the '2026 AI+X Connect Forum' that industrial field application (AX) will gain momentum within 2-3 years following AI infrastructure investment. He emphasized that Korean manufacturing's accumulated data and on-site know-how will become key competitive strengths in the era of physical AI, and that startups can find opportunities in lightweight models and specialized services.","topics":["AI","physical AI","agentic AI","startups","manufacturing","industrial transformation"],"geography":["KR","US","CN"],"entities":[{"name":"Kim Sang-yoon","canonical_id":"person:kr:kim-sang-yoon","type":"person","role_in_article":"primary_subject","metadata":{}},{"name":"Kyung Hee University","canonical_id":"org:kr:kyung-hee-university","type":"organization","role_in_article":"mentioned","metadata":{}},{"name":"Nvidia","canonical_id":"corp:us:nvidia","type":"company","role_in_article":"mentioned","metadata":{"ticker":"NVDA"}},{"name":"Hyundai Motor Group","canonical_id":"corp:kr:hyundai-motor-group","type":"company","role_in_article":"mentioned","metadata":{"ticker":"005380.KS"}},{"name":"Atlas","canonical_id":"product:kr:atlas-robot","type":"product","role_in_article":"mentioned","metadata":{"parent":"corp:kr:hyundai-motor-group"}},{"name":"Moderna","canonical_id":"corp:us:moderna","type":"company","role_in_article":"mentioned","metadata":{"ticker":"MRNA"}},{"name":"Klarna","canonical_id":"corp:se:klarna","type":"company","role_in_article":"mentioned","metadata":{}},{"name":"Seoul Metropolitan Government","canonical_id":"org:kr:seoul-metropolitan-government","type":"organization","role_in_article":"source","metadata":{}},{"name":"Kwangwoon University","canonical_id":"org:kr:kwangwoon-university","type":"organization","role_in_article":"mentioned","metadata":{}},{"name":"Dongguk University","canonical_id":"org:kr:dongguk-university","type":"organization","role_in_article":"mentioned","metadata":{}},{"name":"University of Seoul","canonical_id":"org:kr:seoul-city-university","type":"organization","role_in_article":"mentioned","metadata":{}}],"claims":[{"id":"c1","statement":"As investment concentrated on AI infrastructure expands into industry-specific utilization demand, changes in the AX market could gain full momentum within 2-3 years","as_of":"2026","as_of_explicit":false,"as_of_raw":"within 2-3 years","source_type":"journalist_analysis","comparison":null,"type":"estimate","figures":{"value":2.5,"unit":"years","approximate":true,"converted":null},"expiry_hint":"2029","insight":{"analyst_name":"김상윤","analyst_affiliation":"경희대학교 경영대학원","confidence":"medium","forecast_horizon":"2028-2029","sentiment":"bullish","reasoning":"Infrastructure investment appears set to expand into industry-specific utilization demand"}},{"id":"c2","statement":"Hyundai Motor Group unveiled Atlas at CES 2026 and announced plans to gradually deploy it at U.S. production facilities starting in 2028","as_of":"2026","as_of_explicit":true,"as_of_raw":"CES 2026","source_type":"company_disclosure","comparison":null,"type":"future_plan","figures":null,"expiry_hint":"2028","insight":null},{"id":"c3","statement":"Hyundai Motor Group announced a goal to build a robot production system with annual capacity of 30,000 units starting in 2028","as_of":"2028","as_of_explicit":true,"as_of_raw":"starting in 2028","source_type":"company_disclosure","comparison":null,"type":"future_plan","figures":{"value":30000,"unit":"units/year","approximate":false,"converted":null},"expiry_hint":"2028","insight":null},{"id":"c4","statement":"Nvidia is expanding its business beyond graphics processing unit (GPU) supply into an AI platform used for robotics, autonomous driving, digital twins, and more","as_of":"2026-10","as_of_explicit":false,"as_of_raw":"October 2026","source_type":"journalist_analysis","comparison":null,"type":"fact","figures":null,"expiry_hint":null,"insight":null},{"id":"c5","statement":"Moderna integrated its HR and digital technology-related organizations, building a system that jointly manages AI utilization and workforce operations","as_of":"2026-10","as_of_explicit":false,"as_of_raw":"October 2026","source_type":"media_report","comparison":null,"type":"fact","figures":null,"expiry_hint":null,"insight":null},{"id":"c6","statement":"In the process of expanding automation of customer consultations, Klarna re-recognized the need for human consultation and strengthened customers' option to consult with a person","as_of":"2026-10","as_of_explicit":false,"as_of_raw":"October 2026","source_type":"media_report","comparison":null,"type":"fact","figures":null,"expiry_hint":null,"insight":null}],"ai_emotional_context":{"valence":0.4,"arousal":0.5,"primary_emotions":[{"emotion":"optimistic","intensity":0.7},{"emotion":"hopeful","intensity":0.5}],"secondary_emotions":[{"emotion":"calm","intensity":0.3}],"emotional_triggers":[{"claim_id":"c1","emotion":"optimistic","reason":"major_opportunity"},{"claim_id":"c3","emotion":"excited","reason":"significant_positive_metric"}]},"image":{"url":"https://onjblseywainslkhvkav.supabase.co/storage/v1/object/public/article-images/fb6165a3-c6ae-4ea4-840c-a68604d3541e.jpg","alt":"안경 쓴 남성이 'AGI 시대, 업계 트렌드 2027 AX'가 적힌 파란 배경 앞에서 마이크를 들고 발표하고 있다.","caption":"김상윤 경희대학교 경영대학원 겸임교수는 AI에 대한 투자 기대와 실제 산업 적용 속도 사이에 차이가 존재하지만, 이를 기술 발전의 한계로 해석하기는 어렵다고 진단했다. AI 인프라에 집중된 투자가 향후 산업별 활용 수요로 확장되면서 2~3년 안에 AX 시장의 변화가 본격화할 수 있다는 전망도 제시했다. (사진=테크42)","source":"first_img","alt_status":"auto"}},"provenance":{"source_chain":["primary_reporting"],"original_source_url":null,"related_articles":[]},"temporal":{"freshness":"breaking","next_update_expected":null},"access":{"license":"neupai_standard","attribution_required":true,"structured_data":"free","full_text_available":false,"full_text_access":null}}