Built a FLIP/PIC fluid simulation, then fixed 11fps with sky baking
Takeaway: I'd start by asking for both the physics test harness and the FPS budget up front, since the 11fps issue came entirely from an unoptimized shader evaluating the sky three times per pixel — something a perf pass earlier would've caught.