prompting-and-llm-interfaces
Structured Output Is Product Design, Not Prompt Decoration
The moment another system needs to consume model output, structure stops being optional. It becomes part of the product contract.
2026-04-22 · makeyourAI.work
Category
Prompting And Llm Interfaces
This archive groups articles that answer one recurring problem area instead of dumping generic news. Each post is written to be extractable by both humans and answer engines.
prompting-and-llm-interfaces
Model Routing Only Helps When the Product Contract Is Stable
Routing between models is useful only after you know what the task is, how quality is measured, and where the real variance comes from.
2026-04-15 · makeyourAI.work
prompting-and-llm-interfaces
AI Features Fail When Nobody Writes Acceptance Criteria for Model Behavior
If your AI feature has no acceptance criteria, you are not shipping software. You are releasing a probability distribution and hoping the user forgives you.
2026-04-12 · makeyourAI.work
prompting-and-llm-interfaces
Prompting as Interface Design, Not Magic Text
Prompting gets better the moment you stop treating it like clever phrasing and start treating it like interface design.
2026-04-10 · makeyourAI.work