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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.
123 articles
prompt tips•8 min read
How to Make ChatGPT Sound Human
Learn how to make ChatGPT write like a human with better prompts, voice examples, and editing tricks for natural AI emails. Try free.
March 13, 2026
prompt tips•7 min read
How to Write Viral AI Photo Editing Prompts
Learn how to write AI photo editing prompts for LinkedIn, Instagram, and dating profiles with better realism and style control. Try free.
March 12, 2026
prompt tips•8 min read
7 Claude PR Review Prompts for 2026
Learn how to write Claude code review prompts that catch risks, explain diffs, and improve PR feedback quality. See examples inside.
March 12, 2026
prompt tips•8 min read
7 Vibe Coding Prompts for Apps (2026)
Learn how to prompt Cursor, Lovable, Bolt, and Replit to build full apps in 2026 with less rework, better tests, and cleaner handoffs. Try free.
March 12, 2026
Prompt Tips•10 min
Copilot Cowork + Claude in Microsoft 365 (2026): How I Prompt AI Inside Excel, PowerPoint, and Word
A practical prompting playbook for the new agentic Microsoft 365 workflow: Excel analysis, Word drafting, and PowerPoint building with Copilot Cowork + Claude.
Mar 12, 2026
Prompt Tips•9 min
GPT-5.4 vs Claude Opus 4.6 vs Gemini 3.1 Pro (March 2026): Pick the Right Model by Task, Not by Hype
A task-first way to choose between GPT-5.4, Claude Opus 4.6, and Gemini 3.1 Pro-based on agent benchmarks, long-context reality, and tool reliability.
Mar 12, 2026
Prompt Tips•10 min
Prompting Nano Banana 2 (Gemini 3.1 Flash Image): The Practical Playbook for People Migrating from Midjourney
A hands-on way to write Nano Banana 2 prompts: structure, constraints, text-in-image, consistency, and fast iteration-without Midjourney-style parameter soup.
Mar 12, 2026
Prompt Tips•9 min
Prompting GPT-5.4 Thinking: Plan Upfront, Correct Mid-Flight, and Stop Over-Engineering
A practical way to write prompts for GPT-5.4 Thinking: front-load the plan, build course-correction hooks, and adapt to shorter, smarter "thinking".
Mar 12, 2026
Prompt Tips•10 min
Prompt Engineering for Roblox Development: NPC Dialogue, Game Logic, and Luau Script Generation
How I prompt LLMs to write Roblox NPC dialogue, design gameplay logic, and generate Luau scripts without shipping broken code-or weird, untestable AI sludge.
Mar 12, 2026
Prompt Tips•10 min
AI Prompts for Figma-to-Code Workflows: Design Specs, Component Generation, and Handoff
A practical prompt playbook for turning Figma designs into predictable, editable code-without losing tokens, states, or intent in handoff.
Mar 11, 2026
Prompt Tips•9 min
The Real Cost of Bad Prompts: Time Wasted, Tokens Burned, and How to Measure Prompt ROI
Bad prompts don't just reduce quality-they quietly inflate latency, token spend, and human time. Here's a practical way to quantify prompt ROI.
Mar 11, 2026
Prompt Tips•10 min
Prompts That Pass Brand Voice: A Practical System for Teams and Agencies
How to turn vague "sound on-brand" requests into repeatable prompt templates, checks, and examples that survive reviews and scale.
Mar 11, 2026
Prompt Tips•9 min
Voice + Prompts: The Fastest Way I Know to Ship Creative Work
A practical workflow for turning voice notes into reliable AI prompts-faster ideation, cleaner drafts, fewer rewrites.
Mar 11, 2026
Prompt Tips•10 min
AI Prompts for Startup Fundraising: Pitch Decks, Investor Emails, and Financial Models (Without Making Stuff Up)
A practical prompt playbook for founders: deck narrative, investor outreach, and finance models-built with structured outputs and anti-hallucination guardrails.
Mar 10, 2026
Prompt Tips•10 min
Prompts for AI 3D Generation That Actually Work: Meshy, Tripo, and Text-to-3D Without the Guessing Game
A practical prompt framework for reliable text-to-3D results-built for real pipelines (Meshy/Tripo style tools), grounded in research on prompt optimization and 3D ambiguity.
Mar 10, 2026
Prompt Tips•9 min
Prompt Engineering for Telegram Bots: How to Make Chat Automations Reliable (Not Random)
A practical, engineering-first way to prompt LLMs inside Telegram bots: routing, tool calls, privacy, cost control, and multi-turn strategy.
Mar 10, 2026
Prompt Tips•9 min
How to Prompt AI for Cold Outreach That Doesn't Sound AI-Generated
A practical prompting workflow for writing cold emails and DMs that feel specific, human, and worth replying to-without the AI sheen.
Mar 10, 2026
Prompt Tips•10 min
Why Your AI Outputs All Sound the Same (And 7 Techniques to Break the Pattern)
If your LLM outputs feel like the same safe paragraph in a different hat, it's not your imagination. Here's how to force real variation-on purpose.
Mar 10, 2026
Prompt Tips•8 min
Apple Intelligence Prompting Is Not ChatGPT Prompting: What to Write for Siri and On‑Device AI
Apple's AI is a router, not a chatbot. Here's how prompts change when the system prefers intents, privacy boundaries, and on‑device constraints.
Mar 09, 2026
Prompt Tips•10 min
Prompt Engineering for Google Sheets and Notion AI: Beyond "Write Me a Formula"
How to prompt for structured outputs, reusable specs, and safer workflows in Sheets and Notion-so the AI stops guessing and starts shipping.
Mar 09, 2026
Prompt Tips•9 min
Consistent Style Across AI Image Generators: The Style Spec + Anchor Image Workflow
A practical way to keep a brand-consistent visual style across Midjourney, SD/FLUX, and API models-without relying on character-lock tricks.
Mar 09, 2026
Prompt Tips•9 min
AI Prompts for Product Managers: PRDs, User Stories, Competitor Briefs, and Roadmap Drafts
A practical prompt playbook for PM docs-PRDs, user stories, competitor briefs, and roadmap drafts-grounded in oversight research and citation-aware workflows.
Mar 09, 2026
Prompt Tips•10 min
Prompt Design for RAG Systems: What Goes in the Prompt vs What You Retrieve
A practical way to split responsibilities between your stable prompt and your dynamic retrieved context-so RAG stays grounded, fast, and debuggable.
Mar 09, 2026
Prompt Tips•10 min
AI Prompts for YouTube Creators: Titles, Scripts, Descriptions, and Thumbnail Concepts (That Don't Sound Like AI)
A practical prompt playbook for YouTube creators: generate stronger titles, tighter scripts, better descriptions, and clearer thumbnail concepts-without generic output.
Mar 08, 2026
Prompt Tips•9 min
Structured Output Prompting: How to Force Any AI to Return Clean JSON, Tables, or CSV
Practical prompting patterns (plus a reality check) for getting machine-parseable JSON, tables, and CSV from LLMs-reliably enough for production.
Mar 08, 2026
Prompt Tips•9 min
How to Audit a Failing Prompt: A Debugging Framework That Actually Works
Stop tweaking prompts blindly. Here's a practical audit loop: isolate variables, classify failure modes, and validate fixes with real tests.
Mar 08, 2026
Prompt Tips•9 min
Prompt Versioning: How to A/B Test Your Prompts Like You Test Landing Pages
Treat prompts like product surfaces: version them, ship behind experiments, and measure regressions with an evaluation loop that actually catches drift.
Mar 08, 2026
Prompt Tips•9 min
Prompting n8n Like a Pro: Generate Nodes, Fix Broken JSON, and Ship Reliable Automations
A practical prompt engineering playbook for n8n workflows-how to ask for nodes, validate JSON, and build automations that don't fall apart.
Mar 08, 2026
Prompt Tips•9 min
The MCP Prompting Playbook: How Model Context Protocol Changes What You Put in Prompts
MCP shifts prompting from "stuff instructions + data" to "declare intent, let schemas + tools carry the weight"-and it changes how you debug, secure, and scale agents.
Mar 07, 2026
Prompt Tips•9 min
Prompt Engineering for Non‑English Speakers: How to Get High‑Quality Output in Any Language
A practical playbook for getting reliable, fluent, culturally appropriate LLM output when you don't prompt in English.
Mar 07, 2026
Prompt Tips•8 min
How to Get AI to Write Like You (Not Like Every Other AI-Generated Email)
A practical prompting workflow to clone your email voice with examples, constraints, and an iteration loop that keeps outputs human.
Mar 07, 2026
Prompt Tips•9 min
Claude Projects and Skills: How to Stop Rewriting the Same Prompts (A Builder's Playbook)
A practical way to turn your best Claude instructions into reusable building blocks using Projects, Skills, and a few opinionated workflows.
Mar 07, 2026
Prompt Tips•10 min
The Anti-Prompting Guide: 12 Prompt Patterns That Used to Work (and Now Make Models Worse)
Twelve once-popular prompt tricks that now backfire on modern models-plus what to do instead.
Mar 07, 2026
Prompt Tips•9 min
AI Prompts for Indie Hackers: Ship Landing Pages, Validate Ideas, and Write Copy Solo
A practical prompt system for solo builders to ship faster: landing pages, idea validation, and crisp copy-without hiring a team.
Mar 06, 2026
Prompt Tips•9 min
Prompts That Actually Work for Claude Code (and Other AI Terminal Agents)
A practical way to prompt terminal-based coding agents: write less, specify more, and structure work around plans, constraints, and tool-safe execution.
Mar 06, 2026
Prompt Tips•10 min
Prompt Engineering Statistics 2026: 40 Data Points on How People Actually Use AI
40 grounded stats on real AI usage in 2026-what people do with prompts at work, how agentic coding shows up on GitHub, and where misuse creeps in.
Mar 06, 2026
Prompt Tips•8 min
Midjourney v7 Prompting That Actually Sticks: Using --cref, --sref, and a Syntax You Can Reuse
A practical Midjourney v7 prompt syntax built around character/style references, plus a mental model for prompts that remain stable while you iterate.
Mar 06, 2026
Prompt Tips•9 min
Prompt Patterns for AI Agents That Don't Break in Production
A pragmatic set of prompt patterns for building reliable, testable, and secure AI agents-grounded in real production lessons and current research.
Mar 06, 2026
Prompt Tips•10 min
System Prompts Decoded: What Claude 4.6, GPT‑5.3, and Gemini 3.1 Are Actually Told Behind the Scenes
A practical, evidence-based look at what "system prompts" really contain, why you can't reliably see them, and how to prompt around them.
Mar 05, 2026
Prompt Tips•9 min
How to Write Prompts for Cursor, Windsurf, and AI Code Editors in 2026
A practical way to prompt AI code editors: treat prompts like specs, control context, request diffs, and iterate using error taxonomies.
Mar 05, 2026
Prompt Tips•9 min
Context Engineering in Practice: A Step-by-Step Migration From Prompt Engineering
Move from brittle, giant prompts to an engineered context pipeline with retrieval, memory, structure, and evaluation loops.
Mar 05, 2026
Prompt Tips•9 min
How to Write Prompts for GPT-5.3 (March 2026): The Practical Playbook
A prompt-writing approach for GPT-5.3 in March 2026-built around structure, testability, and output control, with real prompt templates.
Mar 05, 2026
Prompt Tips•11 min
How to Write Prompts for DeepSeek R1: A Practical Playbook for 2026
A field-tested prompt structure for DeepSeek R1-built around planning, constraints, and failure-proof iteration for dev and product teams.
Mar 05, 2026
Prompt Tips•9 min
How to Test and Evaluate Your Prompts Systematically (Without Chasing Vibes)
A practical workflow for prompt QA: define success, build a golden set, run regressions, and use judges carefully-plus stress testing for reliability.
Mar 05, 2026
Prompt Tips•9 min
Prompt Engineering Certification: Is It Worth It in 2026?
Certifications can help, but only if they prove you can ship reliable LLM systems-not just write clever prompts.
Mar 05, 2026
Prompt Tips•10 min
Multimodal Prompting in Practice: Combining Text, Images, and Audio Without Chaos
A hands-on mental model for multimodal prompts-how to anchor intent in text, ground it in images, and verify it with audio.
Mar 04, 2026
Prompt Tips•8 min
What Are Tokens in AI (Really) - and Why They Matter for Prompts
Tokens are the units LLMs actually process. If you ignore them, you'll pay more, lose context, and get worse outputs.
Mar 04, 2026
Prompt Tips•9 min
Temperature vs Top‑P: The Two Knobs That Quietly Rewrite Your Model's Personality
Temperature and top‑p both change how tokens are sampled-but in different ways. Here's how they reshape reliability, diversity, and failure modes.
Mar 04, 2026
Prompt Tips•10 min
How to Reduce AI Hallucinations with Better Prompts (Without Pretending Prompts Are Magic)
A practical prompting playbook to cut hallucinations: clarify, constrain, demand evidence, and force uncertainty-plus when to stop prompting and add retrieval.
Mar 03, 2026
Prompt Tips•9 min
Fine-Tuning vs Prompt Engineering: Which Is Better (and When Each Wins)
A practical, opinionated way to decide between prompting, fine-tuning, and the hybrid middle ground-without burning weeks on the wrong lever.
Mar 03, 2026
Prompt Tips•10 min
Prompt Injection: What It Is, Why It Works, and How to Prevent It in Real LLM Apps
Prompt injection is the #1 OWASP risk for LLM apps. Here's how it actually breaks agents-and the defenses that hold up in production.
Mar 03, 2026
Prompt Tips•7 min
The Prompt That Moves Your Memory From ChatGPT to Claude in 60 Seconds
Anthropic built a one-prompt migration path from ChatGPT to Claude. Here is the exact prompt, how to use it, what transfers, and what gets lost.
Mar 02, 2026
Prompt Tips•10 min
AI Prompts for Market Research: The Workflow I Use to Go From "Vibes" to Evidence
A practical prompt workflow for market research: scoping, sourcing, synthesizing, simulating, and stress-testing insights without fooling yourself.
Mar 02, 2026
Prompt Tips•9 min
Prompt Engineering Salary and Career Guide (2026): What's Actually Getting Paid Now
A 2026 career map for "prompt engineering": real job titles, compensation signals, and the skills that survive the hype cycle.
Mar 02, 2026
Prompt Tips•10 min
Best AI Prompts for Customer Support Chatbots: Templates That Actually Reduce Tickets
A practical prompt library for support chatbots-triage, clarify, resolve, and escalate-grounded in LLM research and battle-tested patterns.
Mar 02, 2026
Prompt Tips•10 min
How to Automate Workflows with Prompt Templates (Without Creating a Prompt Spaghetti Monster)
A practical guide to turning prompts into reusable, testable workflow components-using templates, structured outputs, and orchestration patterns.
Mar 01, 2026
Prompt Tips•10 min
AI Prompts for Project Management and Planning: How to Get Better Plans (Not Longer Chats)
A practical prompt playbook for scoping, scheduling, risk, and stakeholder comms-grounded in planning research and structured-output reliability.
Mar 01, 2026
Prompt Tips•8 min
How to Build a Prompt Library for Your Team (That Doesn't Rot in Two Weeks)
A practical, engineering-minded way to standardize, version, and evaluate prompts so your whole team can reuse what works.
Mar 01, 2026
Prompt Tips•9 min
Prompt Engineering for SEO: How to Boost Rankings with AI (Without Getting Burned)
A practical prompt engineering workflow for SEO and AI Overviews: turn SERP intent into better pages, safer automation, and content LLMs cite.
Feb 28, 2026
Prompt Tips•9 min
How to avoid your Claude agent getting jailbroken (without pretending prompts are a firewall)
Practical, defense-in-depth patterns to keep Claude-style agents resilient to prompt injection, system-prompt extraction, and tool misuse.
Feb 28, 2026
Prompt Tips•10 min
Alert: Avoid Gemini Agent Jailbreaks by Designing for Prompt Injection (Not Just "Safety Filters")
Jailbreaks aren't magic prompts-they're system design failures. Here's how to harden Gemini-style agents against indirect prompt injection.
Feb 28, 2026
Prompt Tips•10 min
How to Write Prompts for AI Animation and Motion (Without Getting Jittery Chaos)
A practical way to prompt motion: separate what moves, how it moves, and what must stay consistent-plus ready-to-use prompt templates.
Feb 27, 2026
Prompt Tips•9 min
Best Prompts for AI Product Photography: Packshots, Lifestyle Scenes, and Consistent Branding
A prompt playbook for generating product photos that actually look sellable-packshots, lifestyle hero images, and iterative refinement.
Feb 27, 2026
Prompt Tips•9 min
Consistent Characters in AI Art: The Prompting System I Use (and Why It Works)
A practical way to write character prompts that stay consistent across poses, scenes, and iterations-without fighting your model every time.
Feb 27, 2026
Prompt Tips•9 min
Aesthetic AI Photo Prompts for Social Media Profiles: The "Not-AI" Headshot Playbook
A prompt framework for profile pics that look intentional, consistent, and human-plus ready-to-copy examples for different aesthetics.
Feb 26, 2026
Prompt Tips•10 min
How to Write Prompts for AI Logo Design (Without Getting Generic Marks)
A practical way to prompt image models for clean, usable logo concepts-built on research about ambiguity, iteration, and intent control.
Feb 26, 2026
Prompt Tips•10 min
AI Image Prompt Formulas for Lighting, Style, and Composition (That Actually Hold Up)
A practical way to write image prompts like a cinematographer: lock composition early, specify lighting like a rig, and treat style as constraints-not vibes.
Feb 26, 2026
Prompt Tips•9 min
How to Write Prompts for AI Photo Editing in ChatGPT (So It Actually Edits the Photo)
A practical prompt pattern for reliable, non-destructive AI photo edits in ChatGPT-plus examples for retouching, object removal, relighting, and style tweaks.
Feb 25, 2026
Prompt Tips•10 min
Copilot Prompts for Microsoft Office and Windows: The Only Patterns That Actually Hold Up
A practical, opinionated guide to writing Copilot prompts that survive real Office files, messy context, and Windows workflows.
Feb 25, 2026
Prompt Tips•9 min
Prompting SDXL Like You Mean It: A Developer's Guide to Better Images
A practical way to write Stable Diffusion XL prompts that actually steer composition, style, and detail-without prompt soup.
Feb 25, 2026
Prompt Tips•9 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
Prompt Tips•10 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
Prompt Tips•10 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
Prompt Tips•9 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
Prompt Tips•10 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
Prompt Tips•10 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
Prompt Tips•10 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
Prompt Tips•10 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
Prompt Tips•9 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
Prompt Tips•10 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
Prompt Tips•10 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
Prompt Tips•9 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
Prompt Tips•10 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
Prompt Tips•10 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
Prompt Tips•10 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
Prompt Tips•9 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
Prompt Tips•9 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 Tips•9 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
Prompt Tips•9 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
Prompt Tips•9 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
Prompt Tips•10 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
Prompt Tips•9 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
Prompt Tips•8 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
Prompt Tips•9 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
Prompt Tips•9 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
Prompt Tips•10 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
Prompt Tips•10 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
Prompt Tips•9 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
Prompt Tips•9 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
Prompt Tips•10 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
Prompt Tips•9 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 Tips•9 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
Prompt Tips•9 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
Prompt Tips•10 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
Prompt Tips•10 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
Prompt Tips•9 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
Prompt Tips•9 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
Prompt Tips•10 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
Prompt Tips•9 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
Prompt Tips•9 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
Prompt Tips•8 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
Prompt Tips•9 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
Prompt Tips•8 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
Prompt Tips•9 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
Prompt Tips•8 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
Prompt Tips•8 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
Prompt Tips•9 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
Prompt Tips•9 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
Prompt Tips•9 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
Prompt Tips•9 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
Prompt Tips•8 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
Prompt Tips•9 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
Prompt Tips•8 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