{"type": "article", "title": "Specification Before Generation: A Pre-Registered, Five-Model Paired Evaluation of a Specification Frame for LLM-Generated Code in Money, Time, Idempotency, and Access Tasks", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/specification-before-generation-a-pre-registered-five-model-paired-evaluation-of", "original_source": "https://aiflash.com/news/128932/", "published": "2026-09-30T00:00:27+00:00", "accessed": "2026-09-30", "id": "specification-before-generation-a-pre-registered-five-model-paired-evaluation-of"}