(a) Simulated light curves displaying the threshold behind each alert type. (b) Kernel recovery and transparency tracking. (c) A bright synthetic streak leaves the kernel fit unaffected. (d) Centroid offsets of recovered injected sources, with rms circle. (e) A single-frame spike produces no alert; a sustained brightening alerts once.