Sakib Alam and his team placed fourth at the Ethos Hackathon, IIT Guwahati, among more than 2,000 teams; placed fourth in GitLab’s CodeForge Track at i-Hack 2025, IIT Bombay, among more than 2,500 teams; and finished in the Top 10 in a COMPOSIT 2025 case-study competition at IIT Kharagpur. Sakib Alam also placed within the top 0.99 per cent of the Keploy Fellowship Programme from a pool of more than 18,500 candidates.