14:02
2026-08-25
dev.to
large-language-models
How I Built a Reliable LLM Pipeline for Ad Creative Evaluation (with Strict Pydantic Contracts)
A developer built CreativeAudit, a production-oriented pipeline that evaluates ad creatives against a brief using a local LLM and strict Pydantic contracts. The system returns a PASS, NEEDS_REVISION, …