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Prompt Tips

Prompt Tips & Tricks

Practical tips and tricks for writing better prompts for AI tools like ChatGPT, Claude, and Midjourney.

53 articles

Perplexity AI: How to Write Search Prompts That Actually Pull the Right Sources
Prompt Tips9 min

Perplexity AI: How to Write Search Prompts That Actually Pull the Right Sources

A practical way to prompt Perplexity like a research assistant: tighter questions, better constraints, and built-in verification loops.

Feb 24, 2026
How to Write Prompts for Grok (xAI): A Practical Playbook for Getting Crisp, Grounded Answers
Prompt Tips10 min

How to Write Prompts for Grok (xAI): A Practical Playbook for Getting Crisp, Grounded Answers

A developer-friendly guide to prompting Grok: structure, constraints, iterative refinement, and how to test prompts like a product.

Feb 24, 2026
Best Prompts for Llama Models: Reliable Templates for Llama 3.x Instruct (and Local Runtimes)
Prompt Tips10 min

Best Prompts for Llama Models: Reliable Templates for Llama 3.x Instruct (and Local Runtimes)

Prompt patterns that consistently work on Llama Instruct models: formatting, role priming, structured outputs, and safety-aware prompting.

Feb 24, 2026
GPT-5.2 Prompts vs Claude 4.6 Prompts: What Actually Changes (and What Doesn't)
Prompt Tips9 min

GPT-5.2 Prompts vs Claude 4.6 Prompts: What Actually Changes (and What Doesn't)

A practical, prompt-engineering comparison between GPT-5.2 and Claude 4.6: where wording matters, where it doesn't, and how to write prompts that transfer.

Feb 23, 2026
Google Gemini Prompts: The Complete Guide for 2026
Prompt Tips10 min

Google Gemini Prompts: The Complete Guide for 2026

How I write reliable Gemini prompts in 2026: system instructions, long-context hygiene, multimodal patterns, and agent-ready tool calls.

Feb 23, 2026
How to Write Prompts for AI Music Generation (That Don't Sound Like Random Loops)
Prompt Tips10 min

How to Write Prompts for AI Music Generation (That Don't Sound Like Random Loops)

A practical, engineer-friendly way to prompt AI music tools for structure, instrumentation, and controllable results.

Feb 22, 2026
AI Prompts for Real Estate Listings That Don't Sound Like AI
Prompt Tips10 min

AI Prompts for Real Estate Listings That Don't Sound Like AI

A practical prompt system for crisp, compliant, high-converting real estate descriptions-plus templates you can reuse across MLS, Zillow, and social.

Feb 22, 2026
Best Prompts for Social Media Content Creation (That Don't Sound Like a Bot)
Prompt Tips10 min

Best Prompts for Social Media Content Creation (That Don't Sound Like a Bot)

A practical prompt pack for better hooks, threads, carousels, and repurposed posts-plus the prompt-engineering rules that make them work.

Feb 22, 2026
How to Use AI Prompts for Academic Research (Without Getting Burned by Hallucinations)
Prompt Tips9 min

How to Use AI Prompts for Academic Research (Without Getting Burned by Hallucinations)

A practical, prompt-first workflow for literature, synthesis, and writing-plus guardrails to keep citations and claims verifiable.

Feb 21, 2026
Prompts for Business Plan Writing with AI: A Practical Workflow That Doesn't Sound Like a Bot
Prompt Tips10 min

Prompts for Business Plan Writing with AI: A Practical Workflow That Doesn't Sound Like a Bot

A prompt-by-prompt system to draft, stress-test, and tighten a business plan with AI-without hallucinated markets or fluffy strategy.

Feb 21, 2026
How to Write Prompts for AI Code Generation (So You Get Mergable Code, Not Demos)
Prompt Tips10 min

How to Write Prompts for AI Code Generation (So You Get Mergable Code, Not Demos)

A practical, developer-first way to prompt code models: turn vague intent into specs, constrain output, and iterate with tests.

Feb 21, 2026
Best AI Prompts for Learning a New Language (Without Wasting Hours Chatting)
Prompt Tips9 min

Best AI Prompts for Learning a New Language (Without Wasting Hours Chatting)

A practical set of AI prompt templates to practice speaking, fix grammar, build vocabulary, and stay consistent-grounded in prompt-engineering research.

Feb 20, 2026
ChatGPT Prompts for Data Analysis and Excel: The Playbook I Actually Use
Prompt Tips10 min

ChatGPT Prompts for Data Analysis and Excel: The Playbook I Actually Use

A practical prompt library for cleaning data, writing Excel formulas, building pivots, and generating SQL-plus how to make outputs reliable.

Feb 20, 2026
How to Write AI Prompts for Email Marketing (That Don't Sound Like AI)
Prompt Tips10 min

How to Write AI Prompts for Email Marketing (That Don't Sound Like AI)

A practical, prompt-engineering approach to generating on-brand, high-converting email campaigns with LLMs-without generic fluff.

Feb 20, 2026
Best Prompts for Writing a Resume with AI (That Don't Sound Like AI)
Prompt Tips10 min

Best Prompts for Writing a Resume with AI (That Don't Sound Like AI)

A practical prompt library for ATS-friendly, human-sounding resumes-plus a workflow that keeps the model from inventing experience.

Feb 19, 2026
How to Structure Prompts with XML and Markdown Tags (So They Don't Rot in Prod)
Prompt Tips9 min

How to Structure Prompts with XML and Markdown Tags (So They Don't Rot in Prod)

A practical way to make prompts readable, testable, and harder to break using XML-style sections plus Markdown fences.

Feb 19, 2026
RAG vs Prompt Engineering: Which One Do You Actually Need?
Prompt Tips9 min

RAG vs Prompt Engineering: Which One Do You Actually Need?

RAG and prompt engineering solve different failure modes. Here's how to choose, when to combine them, and what "good" looks like in production.

Feb 18, 2026
Prompt Chaining for Complex Tasks: Build Reliable Multi-Step LLM Workflows
Prompt Tips9 min

Prompt Chaining for Complex Tasks: Build Reliable Multi-Step LLM Workflows

A practical way to split messy requests into verifiable steps, reduce drift, and ship complex LLM features with less prompting drama.

Feb 18, 2026
Tree of Thought Prompting: A Step-by-Step Guide (with real prompts you can copy)
Prompt Tips9 min

Tree of Thought Prompting: A Step-by-Step Guide (with real prompts you can copy)

A practical, developer-friendly walkthrough of Tree-of-Thought prompting: how to branch, score, backtrack, and ship better reasoning.

Feb 18, 2026
Self-Consistency Prompting: How Majority-Vote Reasoning Beats Your Best Single Answer
Prompt Tips9 min

Self-Consistency Prompting: How Majority-Vote Reasoning Beats Your Best Single Answer

Self-consistency prompting samples multiple reasoning paths and votes on the final answer. Here's how it works, when it helps, and prompts you can steal.

Feb 17, 2026
Meta Prompting: How to Make AI Improve Its Own Prompts (Without Fooling Yourself)
Prompt Tips10 min

Meta Prompting: How to Make AI Improve Its Own Prompts (Without Fooling Yourself)

A practical, research-grounded way to have an LLM critique, rewrite, and regression-test your prompts-plus when meta prompting backfires.

Feb 17, 2026
Role Prompting That Actually Works: How to Get Expert-Level Answers (Without the Fluff)
Prompt Tips9 min

Role Prompting That Actually Works: How to Get Expert-Level Answers (Without the Fluff)

Role prompting isn't "act as an expert." It's a way to set scope, standards, and failure modes so the model reasons like a specialist.

Feb 16, 2026
System Prompt vs User Prompt: What's the Difference (and Why It Actually Matters)
Prompt Tips8 min

System Prompt vs User Prompt: What's the Difference (and Why It Actually Matters)

System prompts set the rules of the assistant; user prompts request the task. Here's how the two interact, fail, and how to use them well.

Feb 16, 2026
Context Engineering: the real reason prompt engineering is getting replaced
Prompt Tips9 min

Context Engineering: the real reason prompt engineering is getting replaced

Context engineering shifts the focus from clever wording to building the right context pipeline-memory, tools, retrieval, and constraints.

Feb 16, 2026
Zero-Shot vs Few-Shot Prompting: When to Use Each (and Why It's Mostly About Risk)
Prompt Tips9 min

Zero-Shot vs Few-Shot Prompting: When to Use Each (and Why It's Mostly About Risk)

A practical guide to choosing zero-shot or few-shot prompts, grounded in in-context learning research and real evaluation patterns.

Feb 16, 2026
GenAI & Creative Practices: Stop Treating Prompts Like Spells
Prompt Tips10 min

GenAI & Creative Practices: Stop Treating Prompts Like Spells

A practical, opinionated guide to using GenAI in real creative work-where intent evolves, outputs drift, and process beats prompting.

Feb 14, 2026
Gemini AI Prompting: The 5 Prompt Patterns That Actually Hold Up in Real Work
Prompt Tips10 min

Gemini AI Prompting: The 5 Prompt Patterns That Actually Hold Up in Real Work

A practical guide to prompting Gemini for reliable results: iterative refinement, JSON contracts, adversarial review, multi-model critique, and tool loops.

Feb 14, 2026
How to Reduce ChatGPT Hallucinations: Make It Cite, Verify, or Shut Up
Prompt Tips9 min

How to Reduce ChatGPT Hallucinations: Make It Cite, Verify, or Shut Up

A practical playbook to cut LLM hallucinations using grounding, verification loops, and refusal-by-default prompts.

Feb 14, 2026
How to Make AI Creative (Without Begging It to "Be Creative")
Prompt Tips9 min

How to Make AI Creative (Without Begging It to "Be Creative")

A practical, evidence-backed playbook for getting more novel, surprising, and useful outputs from AI using structure, sampling, and evaluation.

Feb 13, 2026
How to Research With AI (Without Getting Burned by Hallucinations)
Prompt Tips10 min

How to Research With AI (Without Getting Burned by Hallucinations)

A practical workflow for using LLMs as research assistants: plan, search, verify, synthesize, and keep an evidence trail you can trust.

Feb 13, 2026
How to Speak With AI: Treat Prompts Like Interfaces, Not Wishes
Prompt Tips9 min

How to Speak With AI: Treat Prompts Like Interfaces, Not Wishes

A practical way to talk to AI models: specify intent, add constraints, invite clarifying questions, and iterate like you're debugging an API.

Feb 11, 2026
Prompt to Make Money: Stop Chasing "Magic Prompts" and Start Building Revenue Prompts
Prompt Tips9 min

Prompt to Make Money: Stop Chasing "Magic Prompts" and Start Building Revenue Prompts

A practical way to write prompts that reliably produce sellable work-offers, proposals, research, and negotiation scripts-grounded in real prompt design research.

Feb 11, 2026
10 tips for writing image prompts that actually control the output
Prompt Tips9 min

10 tips for writing image prompts that actually control the output

A practical, developer-friendly guide to writing image prompts with clear constraints, fewer surprises, and faster iteration.

Feb 11, 2026
10 tips for writing video prompts that actually follow your intent
Prompt Tips10 min

10 tips for writing video prompts that actually follow your intent

A practical, model-agnostic way to prompt text-to-video so you get controllable shots, consistent subjects, and fewer rerolls.

Feb 07, 2026
How to Prompt Nano Banana (Gemini 3 Pro Image): The Few Patterns That Actually Matter
Prompt Tips10 min

How to Prompt Nano Banana (Gemini 3 Pro Image): The Few Patterns That Actually Matter

A practical way to prompt Nano Banana for image generation and editing-without cargo-culting camera specs or fighting the model.

Feb 07, 2026
How to Prompt the Best Way (Without Turning It Into a Weird Ritual)
Prompt Tips9 min

How to Prompt the Best Way (Without Turning It Into a Weird Ritual)

A practical, evidence-backed way to write prompts that ship: clear goals, strong context, tight output contracts, and an iterative loop.

Feb 05, 2026
What Is a Prompt? The Input That Turns an LLM Into a Tool
Prompt Tips9 min

What Is a Prompt? The Input That Turns an LLM Into a Tool

A practical definition of "prompt" for developers-plus what actually belongs in one, why it works, and how to write prompts that don't fall apart.

Feb 05, 2026
How to Generate Images in 2026: Prompting Like a System, Not a Poet
Prompt Tips10 min

How to Generate Images in 2026: Prompting Like a System, Not a Poet

In 2026, great image generation is about constraints, iterative edits, and tool choice-not vibes. Here's a practical workflow and prompts.

Feb 03, 2026
The Latest LLM Prompt Updates (Early 2026): What Changed, Why It Matters, and How I'd Update My Prompts
Prompt Tips9 min

The Latest LLM Prompt Updates (Early 2026): What Changed, Why It Matters, and How I'd Update My Prompts

Early-2026 prompt changes aren't about clever phrasing-they're about evaluation loops, structured outputs, and surviving model upgrades without prompt drift.

Feb 03, 2026
How Prompts Changed in 2026: From Clever Wording to Testable Systems
Prompt Tips9 min

How Prompts Changed in 2026: From Clever Wording to Testable Systems

In 2026, prompting stopped being copy-paste poetry and became an engineering discipline: evals, security boundaries, and prompt-as-code.

Feb 03, 2026
ChatGPT prompt for photo editing: the only template I use (and why it works)
Prompt Tips8 min

ChatGPT prompt for photo editing: the only template I use (and why it works)

A practical, developer-friendly prompt template for editing real photos with ChatGPT-plus examples for retouching, background swaps, and product shots.

Jan 30, 2026
How ChatGPT Works (Without the Hand-Wavy Magic)
Prompt Tips9 min

How ChatGPT Works (Without the Hand-Wavy Magic)

A practical, engineer-friendly tour of what's under the hood: tokens, transformers, attention, decoding, and why alignment changes what you see.

Jan 30, 2026
Keeping Context in a Prompt: The 3-Layer Pattern That Stops Long Chats From Derailing
Prompt Tips8 min

Keeping Context in a Prompt: The 3-Layer Pattern That Stops Long Chats From Derailing

A practical way to preserve context in prompts using a stable brief, rolling memory, and focused task blocks-without blowing your token budget.

Jan 30, 2026
How to Keep Context in a Prompt (Without Writing a Novel)
Prompt Tips9 min

How to Keep Context in a Prompt (Without Writing a Novel)

A practical, system-level approach to preserving context: pin what matters, summarize what doesn't, and route memory on purpose.

Jan 30, 2026
How to Write Prompts for Claude 4.5: A Practical Playbook for Getting Reliable Outputs
Prompt Tips8 min

How to Write Prompts for Claude 4.5: A Practical Playbook for Getting Reliable Outputs

A developer-friendly guide to prompting Claude 4.5 with structure, guardrails, and iteration loops that actually hold up in real work.

Jan 28, 2026
How to Write Prompts for Sora 2: The Spec That Turns "Cool Video" Into Something You Can Ship
Prompt Tips8 min

How to Write Prompts for Sora 2: The Spec That Turns "Cool Video" Into Something You Can Ship

A practical, developer-minded way to prompt Sora 2: treat prompts like specs, lock constraints early, iterate in layers, and avoid the usual drift.

Jan 28, 2026
How to Write Prompts for Veo 3: A Developer's Playbook for Getting the Shot You Actually Want
Prompt Tips9 min

How to Write Prompts for Veo 3: A Developer's Playbook for Getting the Shot You Actually Want

Veo 3 prompting isn't poetry-it's spec-writing. Here's how I structure prompts to control subject, camera, motion, and style reliably.

Jan 28, 2026
How to Write Video Prompts That Actually Direct the Camera (Not Just Describe a Vibe)
Prompt Tips9 min

How to Write Video Prompts That Actually Direct the Camera (Not Just Describe a Vibe)

A practical, opinionated framework for writing text-to-video prompts: story beats, shot specs, motion rules, and iteration loops.

Jan 28, 2026
What Is Prompt Engineering? A Practical Definition (and Why It's Not Just "Asking Nicely")
Prompt Tips9 min

What Is Prompt Engineering? A Practical Definition (and Why It's Not Just "Asking Nicely")

Prompt engineering is the craft of designing inputs, constraints, and feedback loops so LLMs behave reliably. Here's what it is and how it works.

Jan 28, 2026
What Is Prompt Engineering? A Practical Definition (and Why It's Not Just "Writing Better Prompts")
Prompt Tips9 min

What Is Prompt Engineering? A Practical Definition (and Why It's Not Just "Writing Better Prompts")

Prompt engineering is the discipline of designing, testing, and maintaining prompts as interfaces to LLM behavior-like programming, but in natural language.

Jan 26, 2026
AI prompts vs. generative AI prompts: the difference that actually changes your outputs
Prompt Tips8 min

AI prompts vs. generative AI prompts: the difference that actually changes your outputs

Most "AI prompts" are requests. Generative AI prompts are specs. Here's how to think about the difference and write both types on purpose.

Jan 26, 2026
Chain-of-Thought Prompting in 2026: When "Think Step by Step" Helps (and When It Backfires)
Prompt Tips9 min

Chain-of-Thought Prompting in 2026: When "Think Step by Step" Helps (and When It Backfires)

A practical, opinionated guide to chain-of-thought prompting-why it works, where it fails, and how to use it without getting fooled.

Jan 26, 2026
How to Write Prompts for ChatGPT: The Only Structure I Use (and Why It Works)
Prompt Tips8 min

How to Write Prompts for ChatGPT: The Only Structure I Use (and Why It Works)

A practical, developer-friendly way to write ChatGPT prompts that stay on-task, reduce drift, and produce usable outputs.

Jan 26, 2026