Prompt Engineering

Concept

Prompt Engineering Basics

The actual techniques that move the needle — role priming, structured output, few-shot examples, and why specificity always wins.

Prompt

Fix a Prompt That Hallucinates

Reduce fabricated facts, citations, and details in model outputs.

Prompt

Fix a Prompt That Ignores Instructions

Diagnose why a model skips constraints and rebuild the prompt for compliance.

Prompt

Fix Inconsistent Output Format

Make a prompt produce reliably structured output every time.

Prompt

Fix a Prompt Missing Context

Identify what context a prompt needs and restructure it to accept the right inputs.

Prompt

Fix a Prompt That Gets Refused

Rewrite a prompt that triggers safety refusals while keeping the legitimate intent.

Prompt

Fix a Prompt That's Too Generic

Sharpen a vague prompt that produces bland, template-like output.

Prompt

Fix a Prompt That's Too Long

Compress a bloated prompt without losing intent, constraints, or output quality.

Prompt

Fix a Prompt With Wrong Tone

Adjust a prompt so output matches the voice, formality, and register you need.