The Deep-Tech Innovation Challenge, conducted on 23-02-2026, marked a significant step toward promoting advanced research and real-world problem solving using Machine Learning and Deep Learning technologies. The program aimed to develop innovative solutions in agriculture through plant growth analysis, crop yield prediction, and disease identification, while also enhancing road safety with drowsiness detection and 360-degree collision avoidance systems. Additionally, a signature-based intrusion detection system was introduced to strengthen cybersecurity against emerging digital threats. The session was guided by Mr. Ashuthosh, Technical Project Manager, MSR Edusoft Pvt. Ltd., Hyderabad, and Mr. Kota Sudarshan Reddy, Engineering Lead, MSR Edusoft Pvt. Ltd., Hyderabad, whose expertise provided valuable industry insights. The challenge reflected a strong commitment to innovation, research excellence, and societal impact, inspiring participants to create transformative AI-driven solutions.