Developer shares 20 structured prompt practices for code reviews and release notes

On 2026-11-05 at 10:56, DEV Community · AI published "20 Prompt Structures for Code Review and Release Notes: A Retrospective," which presents a developer's twenty prompt practices for the parts of software work that keep getting rewritten from scratch — code review, PR descriptions, and release notes. The set covers API contracts, database schemas, review checklists, READMEs, postmortems, PR descriptions, commit messages, test strategies, and CI config.

The article observes that most prompt engineering advice focuses on making the model smarter. In the author's own work, nearly all of the gain instead came from a single unglamorous change: describing the artifact they want rather than describing the topic. Building on that idea, the piece distills four structured rules for writing engineering prompts that can be reused across similar tasks instead of being rebuilt each time.

Only this one report is publicly available so far, and no follow-up developments, responses from other practitioners, or additional detail about the twenty prompts themselves have surfaced. The write-up therefore stands as a standalone methodology piece, with the four rules and the artifact-first framing as the main points a reader can currently verify.