Online ISSN: 2455-7188 IMPACT FACTOR: 0.7261 Thomson Reuters Researcher ID: J-5005-2016 CERTIFICATE OF PUBLICATION This is to Certify that Mr./Mrs./Ms./Dr. Dr. Suganya R, Dr. Asha N, Dr. Jone Celestina J, Keerthiga N has published research paper in " INTERNATIONAL JOURNAL OF INNOVATIVE RESEARCH IN MANAGEMENT STUDIES (IJIRMS) peer reviewed and refereed journal, Volume- 8, Issue- 10, October 2026, pp. 171-174." Paper Title:- " FROM FRAGILE TO AGILE: TRANSFORMING & REIMAGINING THE EGG SUPPLY CHAIN THROUGH AI AS A CATALYST FOR ECONOMIC RESILIENCE IN THE EGG INDUSTRY " Chief Editor