Prompt Engineering Best Practices for Developers
Testing harnesses, guardrails, and fallback logic for production systems.
Daily AI Prompts Team
Solo Developer & AI Enthusiast
December 28, 2024
10 min read
360 likes

Version Every Prompt
Store prompts in source control, ship with tests, and annotate breaking changes. Prompt diffs are just as important as code diffs.
Automated Evaluation
Use golden datasets and LLM-as-judge scoring. We provide a sample eval harness built on LangChain and OpenAI function calling.
Fallback Strategies
Define fallback prompts, strip structured outputs for validation, and alert when the model deviates from schemas.
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