5‑Second Ad Review with Strict Pydantic Contracts
A developer built CreativeAudit, a local LLM pipeline using Ollama and Pydantic v2 to enforce strict JSON output contracts for 5-second ad reviews, scoring creatives on brand alignment, constraint compliance, and message…