The disclosure relates to filtered e-beam inspection and review. Implementations may include a front surface and a rear surface, the front surface including a mock board layout resembling a basketball court. If a disallowed chain code is encountered, the process halts. In this disclosure, extensions are proposed to a scalable temporal neural model for robustness, confidence or integrity coding, and recruitment of cells for efficient temporal pattern memory.