Hamza Mubashir@hamzamubashir

We have built a system called GuardRail. It lets you run a query in your environment, your data and ask your legacy systems to have a better visibility, scan vulnerabilities, uncover hidden redundancies and unlock opportunities. We are using Gemini to scan the github repo and the speak back to user by providing a detailed knowledge graph. This graph unlocks a new degree of information for the user. Sometimes an enterprise moves to different teams or host decades systems and new members may not have proper control or understand on how the environment is built. In the end, this system should be efficient enough that either an architect, an IT auditor or a new hire can index for information and get the same output or answer.

📅 May 11–19, 2026 • May 11 – 19: Online Build Phase. • May 18 (Hybrid Build Day – Online & Onsite) • May 19 (Demos & Awards – Online & Onsite) 🌍 Hybrid event. Join online from anywhere or build onsite at the venue. 🏆 Winners will be announced live on stage at the AI & Big Data Expo North America on May 19 📍 On-site Venue (May 18–19): San Jose McEnery Convention Center, CA, USA 🤝 Join solo or with a team. 🎟 FREE AI & Big Data Expo North America ticket included for participants that are able to join the on-site phase. 🏆Compete for a $10,000 prize pool 🧑‍💻 Apply now to design, prototype, and showcase enterprise-ready innovation.