CONVEX UNTILPROVEN GUILTY
Pick a landscape, press Run, and watch optimization balls race downhill while monitoring whether the surface is a true bowl or a hidden hill.
PICK A LANDSCAPEStretched bowl: why acceleration matters
Plain gradient descent zig-zags across the steep canyon walls.
Nesterov momentum builds speed along the valley floor and finishes up to 27× faster.
RACE LEDGER (HUD)START (1.00, 1.00) · L = 100
| METHOD | STEPS | |SLOPE| | STATUS |
|---|---|---|---|
GRADIENT DESCENT | 0 | 100.0 | AT REST |
HEAVY-BALL MOMENTUM | 0 | 100.0 | AT REST |
NESTEROV AGD | 0 | 100.0 | AT REST |