Blog

Better prompts. Better AI results.

Tutorials, comparisons, and frameworks to write better prompts for ChatGPT, Claude, Gemini, Midjourney, Veo3 and Kling.

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Engineering·13 min

Inpainting and Outpainting Prompt Techniques (2026)

Inpainting and outpainting split into three mechanisms in 2026: mask-based endpoints, no-mask conversational edits, and canvas-expand tools. Verified against each vendor's own docs.

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Video·19 min

AI Video Loop Prompts: Looping Clips and Cinemagraphs (2026)

AI video loop prompts, checked per vendor: who documents a loop flag, who only offers first and last frames, and 30 copy-paste loop and cinemagraph prompts by subject.

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Video·21 min

AI Video Music Prompts: Music Direction Inside a Generated Clip

Which AI video models let you direct music by prompt, which only switch audio on, and which publish nothing at all. Vendor-verified, with 28 copy-paste music prompts.

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ChatGPT·21 min

How to Prompt with Images in ChatGPT (Screenshots, Photos, Diagrams)

A ChatGPT image prompt input works when you say what to do with the picture, not what it is. Prompt shapes for screenshots, charts, scans and diagrams, plus the misreads to catch.

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Video·18 min

Grok Imagine Prompting: The Video 1.5 Guide

Grok Imagine prompting organised by what you are making: a new shot, a photo in motion, a consistent character, sound, an edit, or a clip past 15 seconds. Checked at docs.x.ai.

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Video·19 min

AI Video No Motion: Why Does My AI Video Barely Move?

AI video no motion? Eight causes sorted honestly: which a rewrite fixes, which are parameter problems, and which are model limits no wording reaches. Checked per vendor, with sources.

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Engineering·18 min

Cursor Rules Not Working? Why Cursor Ignores Your Rules File

A diagnostic ladder for cursor rules not working, cheapest check first: wrong extension, wrong rule type, a glob that misses, a legacy path, a file that never syncs, and the case where it loads fine.

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Image·19 min

Midjourney Tile: Patterns That Repeat with --tile (2026)

Midjourney ticks --tile for V6, V7 and V8.1/V8.2, and tells you not to upscale the result. What it makes, how it meets aspect ratio, 35 prompts, and where it stops. Checked Aug 2026.

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ChatGPT·23 min

How to Make ChatGPT Follow Your Instructions

Won't follow instructions is seven different problems with seven different fixes. Diagnose first, then apply the right one, using OpenAI's own documentation and 24 copy-paste blocks.

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ChatGPT·23 min

How to Give ChatGPT Context (Without Repeating Yourself)

Six places ChatGPT will hold your context, ranked by durability, with the limits OpenAI actually publishes, where each one silently fails, and 26 copy-paste blocks.

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Image·22 min

Image Prompt Not Working? 20 Problems, 20 Fixes

Image prompt troubleshooting sorted honestly: which of the 20 common problems a rewrite fixes, which need a parameter change, and which are model limits no wording can reach.

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Engineering·25 min

PR Description Prompts (and the Commit Messages That Feed Them)

33 PR description prompts organised by the job each section does: summary, why, risk, review focus, test evidence, scope and rollback. Plus the commit prompts that feed them.

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Image·20 min

Midjourney Prompt Weights: The :: Syntax Explained (2026)

What :: does in a Midjourney prompt, the default weight of 1, negative weights, decimals, --iw, and which versions Midjourney still documents any of it for. Checked August 2026.

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Image·20 min

Denoising Strength in Image-to-Image: The Per-Tool Reference (2026)

Denoising strength goes by a dozen names across tools, and runs in opposite directions. Ranges, defaults and polarity per vendor, from their own docs. Checked August 2026.

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ChatGPT·19 min

How to Prompt for Tables and Structured Data

Column specs, row limits, delimiter control and the empty-cell problem: prompting for markdown tables, CSV, JSON records and extracted data without invented values.

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Engineering·15 min

Setting Up an MCP Server in Claude Desktop (Step by Step)

Claude Desktop MCP setup, verified against the 2026-07-28 docs: the exact config path on macOS and Windows, the JSON shape, restart rules, logs, and the failures people actually hit.

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Video·20 min

AI Video Lip Sync and Dialogue: What Each Model Documents

AI video lip sync is three separate jobs with three prompt shapes. What Veo, Kling, Sora, Seedance, LTX, Runway, Vidu, Wan and Grok each document, plus 27 copy-paste prompts.

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Engineering·15 min

The AGENTS.md Standard Explained

What AGENTS.md actually specifies, which coding agents read it confirmed on each vendor's own docs, why Claude Code does not, and a worked file with a what-does-not-belong list.

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ChatGPT·14 min

Does a Longer Prompt Get Better Results? (Density vs Padding)

Longer prompts do not reliably get better results. What helps is task-relevant detail. What does not: emphasis, repetition, flattery and contradictions. With vendor sources and before/after pairs.

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ChatGPT·19 min

How to Prompt Qwen Models

Qwen prompting verified against Alibaba's own docs: the six-part framework it publishes, thinking-mode switches, the sampling settings its model cards give, and 30 copy-paste prompts.

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Engineering·15 min

Why Does the Same Prompt Work for Someone Else But Not Me?

Same prompt different results? The prompt is only part of the input. Nine hidden variables explain it, and a clean-room diagnostic tells you which one is yours.

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Engineering·20 min

Why Does AI Misread My Table or CSV?

AI misreads a table for eight unrelated reasons, from a paste that lost its columns to a screenshot it has to OCR. The causes, 28 repair prompts, and the check that catches a silent misread.

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Engineering·17 min

Why Does the AI Answer in English When I Asked in Another Language?

Your input language is a default, not an instruction. Seven causes of an English answer, what each vendor publishes per surface, and 29 copy-paste prompts to pin the output language.

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Image·20 min

Midjourney Repeat: --repeat, Permutations and Batch Jobs (2026)

Midjourney gates --repeat by plan: 2 to 4, 2 to 10, or 2 to 40. Fast and Turbo only, never Relax, and every repeat spends GPU time. Permutations, a batching method, 33 prompts. Checked Aug 2026.

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