surface fluency · v0.2 · reference instrument

surface fluency

A projector points at a wall. The phone watches. The wall becomes correct—continuously, silently—from the content already playing. No scan. No patterns. No configuration.

signal
awaiting camera
press start to begin calibration
observation · live idle
source frameprojector-side
captured framecamera
confidence
rolling 30-frame mean
mean residual
luma Δ · 0-1 scale
warp deviation
‖grid − I‖ · RMS
cadence
observe · fps
warp grid · topology
corrected projection · predicted

What you are watching is the invisible calibration loop operating in real time. The engine compares every frame of source content to what the camera sees, computes per-patch optical flow through a three-level pyramid, and refines the warp grid accordingly. When the warp converges, the residual between source and captured drops to near zero and updates subside — the engine has learned the surface, and it simply holds it there. No scan button was pressed to produce this.