Chengwu Tech Stack

Sep 6, 2026 · Artificial Intelligence

Building an Explainable Person-Detection Contract for Video Frame Sampling

This tutorial defines a three-state judgment contract (present, not_observed, uncertain) for detecting real persons in sampled video frames, covering prompt design with structured JSON output, evidence requirements, code-level aggregation rules, and evaluation methodology using boundary-case samples.