Prompt Engineering Lab
How to Prompt Across Models Without Pretending They Work the Same
Keep the task and success criteria stable while checking each AI provider’s current model-specific guidance.
By Liam · 2026-09-15
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Structured outputs Articles
Original ideas, practical lessons, and community writing about Structured outputs.
Prompt Engineering Lab
Structured Outputs: When a Schema Beats More Prompt Words
Learn when a JSON schema helps AI output, what it cannot guarantee, and how to validate the result in an application.
By Liam · 2026-09-15