Prompt Engineering Articles
Browse 176 articles about Prompt Engineering.
What Is the Hostile Reviewer Prompt? How to Catch AI Document Errors Before They Ship
The hostile reviewer prompt makes AI act as a skeptical auditor of its own output. Learn the exact prompt and how to use it in a RALF loop for knowledge work.
How to Prevent AI Hallucinations in Agentic Workflows: The Data Room Method
Sullivan & Cromwell's AI citation failure shows why prompts alone can't prevent hallucinations. Learn the data room approach that structurally prevents them.
How to Build a Source Inventory for AI Agent Workflows: The Anti-Hallucination Pattern
Before asking an AI to write anything, build a source inventory. Learn how this structured artifact prevents hallucinations in high-stakes knowledge work.
The AI Question Method: How to Prompt Claude Like a Senior Partner, Not a Junior Employee
Prompt engineering is table stakes. Learn the AI Question Method—three principles for getting 90% quality outputs from Claude Opus 4.7 and GPT 5.5.
How to Build a Voice Profile for Your AI Agent: The Claude Co-work Interview Method
Use Claude Co-work's voice profile skill to extract your writing patterns from LinkedIn posts and emails and generate a reusable voice profile markdown file.
What Is Context Engineering? Why It Matters More Than Prompt Engineering
Context engineering is about building the right environment for AI models, not writing perfect prompts. Here's how to apply it to your workflows.
How to Use Storyboards and Character Sheets to Get Better AI Video Results
Learn how to use character reference sheets, storyboards, and location docs to improve consistency and control in AI video generation with Seedance 2.0.
How to Use ChatGPT to Reverse-Engineer Any Image Prompt in 30 Seconds
Upload any image to ChatGPT and ask it to reverse-engineer the prompt. This one-sentence trick teaches you prompt engineering by doing, not reading.
How to Use Mood Boards in AI Image Generation: Krea 2 and Recraft Explained
Learn how mood boards in Krea 2 and Recraft work as instant fine-tunes, letting you lock in a visual style from a single reference image.
How to Use Runway ML to Create AI Video Intros: A Step-by-Step Guide
Learn how to use Runway ML's first-and-last-frame technique to create morphing video intros, from image generation to final MP4 export.
How to Prevent AI Brain Rot: Journaling and Second Opinion Strategies
Using AI for everything can atrophy your thinking. Learn how journaling, manual problem-solving, and using AI as a second opinion keeps your mind sharp.
How to Use Meta AI's Contemplating Mode: Spinning Up to 16 Parallel Agents
Meta AI's hidden contemplating mode lets you spin up to 16 parallel reasoning agents. Learn how to activate it and when to use it for complex decisions.
Meta AI Visual Grounding: How to Annotate Images with Health Scores and Macros
Meta AI's visual grounding feature can annotate any image with interactive dots, health scores, and nutritional data. Here's how to use it effectively.
Reverse-Engineering AI Image Prompts: How to Clone Any Visual Style with ChatGPT
Learn the one-sentence trick to reverse-engineer any image prompt in ChatGPT Images 2.0 and recreate professional ad-quality visuals in seconds.
Hooks vs. Skills in Codex Plugins: Why Deterministic Checks Should Never Be Left to the Model
Hooks run formatters and validators deterministically. Skills let the model reason. Mixing them up is the most common agentic workflow mistake in Codex plugins.
How to Prompt GPT 5.5 Models: Outcome-First vs Step-by-Step Prompting
GPT 5.5 models respond better to goal-based prompts than step-by-step instructions. Here's how to rewrite your prompts for better results.
Stop Re-Prompting the Same Thing: How to Pick Between Prompts, Skills, Plugins, and MCP in 5 Minutes
Conflating prompts, skills, plugins, and MCP connectors wastes 40%+ of your AI time. Use this decision tree to pick the right scaffolding primitive every time.
How to Write a Codex /goal Prompt That Actually Works: The Meta-Prompting Technique in 5 Minutes
Writing a good /goal prompt for Codex is harder than it looks. This meta-prompting technique uses another AI to generate your /goal prompt — and it works.
GPT-5.5 Instant's 'Context Sandwich' Prompt Format: Why Your Old Step-by-Step Prompts Now Hurt Performance
OpenAI's own docs now recommend outcome-first 'context sandwich' prompts for GPT-5.5. Your old step-by-step prompts may be actively hurting results.
GPT-5.5 Instant Is Now ChatGPT's Default: 7 Changes That Affect Your Workflows Today
GPT-5.5 Instant just became ChatGPT's default for all plans. Here are 7 specific changes that break existing prompts and automations.