Prompt Engineering That Lasts

Prompts are interfaces. Good ones survive model upgrades, survive jailbreaks, and keep your downstream code simple. In Python, that means a clear system prompt, few-shot examples that demonstrate behavior, structured outputs that validate with pydantic/JSON schema, and tool-augmented prompting so the model calls functions instead of hallucinating facts.