{"type": "article", "title": "5‑Second Ad Review with Strict Pydantic Contracts", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/5-second-ad-review-with-strict-pydantic-contracts", "original_source": "https://promptcube3.com/en/threads/7674/", "published": "2026-08-25T16:45:45+00:00", "accessed": "2026-08-25", "id": "5-second-ad-review-with-strict-pydantic-contracts"}