From understanding the problem to->building the system</>

Phase 1 was about clarity. Phase 2 is about execution. In the initial phase, we spent time understanding the problem from the ground up — the users, their constraints, and what actually matters in real-world scenarios. That effort was reflected in the positive feedback we received on our approach and system thinking , which gave us confidence in our direction. But Phase 2 is where that direction is being tested. Once we moved into development, one thing became very evident: There is a clear difference between designing a system and implementing it. On paper, everything feels structured — workflows are clean, decisions are defined, and the system appears complete. In practice, things behave differently. Working with real-time inputs, handling uncertainty, and ensuring consistency across the system introduces a different level of complexity altogether. So instead of rushing into building everything, we made a conscious shift in approach. We started focusing on: What is essential for the