Chengwu Tech Stack

Sep 4, 2026 · Artificial Intelligence

Will AI Get Smarter with Use? Building a Verifiable Feedback-to-Improvement Pipeline

This article outlines a rigorous engineering pipeline for turning human feedback into verified AI improvements, covering fact verification, six-layer root-cause diagnosis, experiment cards with falsifiable hypotheses, segregated test sets to prevent data leakage, and controlled releases with rollback plans, illustrated via video inspection and security alert case studies.