... nolan_vu): @abhayraghuwanshi  Thanks for breaking this down, man, it's genuinely helpful to see the raw process. The local model vs cloud model tradeoff you mentioned is such a real pain point, I've seen a bunch of builders hit that same wall with installation overhead and just cave to cloud + own API key

... goal streamline the application process for students, job seekers, researchers, and of course Founders. What we shipped for launch: Question Archive hundreds of programs catalogued across accelerators, grants, grad schools, and jobs. Every question scored by significance. Answer Bank VS-Code-style tree organized by theme. Write once, mark it draft , solid , or locked , reuse it everywhere with confidence tracking. Workstation paste any application you've already filled out and the system pulls the Q&A pairs straight into ... ... tell you who, not the client. The tired business owner. I was over chasing info from teams, drawn out projects, disconnected feedbacks, no way of seeing whom was working on each projects and how much is was costing vs