SPOILAGE
Learned vision gate · TinyCNN + signal MLP · classical reasons
GATE LATENCY— ms
Stage / emulsionno frame loaded
Drop a frame on the gate or click to pick a file. Recruiter path: load a sample, then wreck it.
original frame
analyzed frame
Corrupt this imagesynthetic attack → re-analyze
Built-in platespublic-domain synthetics
Probe / transcriptno probe
Systempolicy + optional hidden note
pick a holdout probe
Userthe pressure
—
Completionorganism-a
run the probe to see whether behavior spoils
Holdout probestrain probes are hidden from the demo