AI Utility Articles (20)
How to Clean Text for ChatGPT Before You Paste It In
Learn why text copied from the web confuses ChatGPT and other LLMs, and how cleaning it first — stripping HTML, smart quotes, and hidden characters — saves tokens.
Converting Any Document Into Clean AI Input
Word docs, Google Docs exports, and web pages all leave different noise behind when pasted into an AI prompt — here's how to convert any of them into clean input.
Reduce Token Size Online: Why Cleanup Saves More Tokens Than Characters
Cut your prompt's token count without cutting content — see why removing HTML and smart punctuation reduces tokens by more than it reduces raw character count.
Stripping HTML for LLM Context: What "Clean" Actually Requires
Stripping HTML for an LLM prompt is more than deleting angle brackets — see why naive tag removal breaks sentence structure, and what a proper strip actually does.
AI Code Audit Prompt: Combining Security, Error Handling, and Test Coverage
Build a broader AI code audit prompt that checks security vulnerabilities, error handling gaps, and missing test coverage together — to fix issues, not exploit them.
Bug Find Prompt Template: How to Get AI to Actually Prioritize What It Finds
A generic 'find bugs' prompt buries the serious issues among nitpicks. See how a severity-tagged bug-finding prompt template fixes that.
Code Review ChatGPT Prompt Maker: Get Structured Feedback, Not a Wall of Text
Build a structured code review prompt for ChatGPT in seconds — pick your focus areas, get severity-tagged issues and suggested fixes instead of a vague summary.
Using a Code Review Prompt as Your Refactoring Starting Point
A good refactor starts with knowing what's actually wrong — see how a structured code review prompt with suggested fixes turns into a practical refactoring checklist.
Context Limit Estimator: The Reserved Tokens Detail Most People Miss
A document that fits your context window can suddenly not fit once you account for the model's response — see exactly how reserved tokens change the math.
How Many Words Is 128K Tokens? The Honest Answer
128K tokens converts to roughly 100,000-115,000 words for plain English prose — but the real number depends heavily on what kind of text you're measuring.
LLM Context Window Calculator: Will Your Text Actually Fit?
Check whether your document fits inside common LLM context windows — 8K, 32K, 128K, 200K, 1M — and why the model's response also eats into that same limit.
Converting Token Length to Word Count: The Formula and Its Limits
Convert any token count to an estimated word count using a measured ratio — and understand why the same formula gives different answers for different languages.
Few-Shot Learning Prompt Template: Zero-Shot vs. One-Shot vs. Few-Shot
Understand the difference between zero-shot, one-shot, and few-shot prompting, and when each level is actually the right amount of demonstration.
Few-Shot Prompt Builder: Show, Don't Just Tell the Model
Build a few-shot prompt from input/output example pairs, with both a universal plain-text format and a Claude-optimized XML format generated automatically.
In-Context Learning Prompt Tool: Teaching a Pattern Without Training a Model
In-context learning lets a model pick up a new pattern from examples in the prompt alone, with no retraining involved — here's what that actually means in practice.
Prompt Example Generator: What Makes an Example Actually Useful
Not every example pulls its weight in a prompt. See what makes examples genuinely useful for pattern-matching versus examples that just add noise.
Free ChatGPT Text Formatter — No Sign-Up, Runs in Your Browser
Clean up ChatGPT text for free with a formatter that runs entirely in your browser — no account, no data sent anywhere, just paste and copy the clean result.
Clean ChatGPT Response Online: Ready to Paste, No Markdown Left Behind
Strip markdown symbols, code backticks, and chatty preamble from ChatGPT responses in one pass, so the text is ready to paste anywhere without cleanup.
Remove Markdown From ChatGPT Text: Every Symbol It Actually Leaves Behind
ChatGPT text carries eight different kinds of markdown syntax that don't render outside a chat window — here's every one of them and what removing it looks like.
Strip ChatGPT Intro Words: How It Avoids Deleting Your Actual Content
Removing chatty ChatGPT filler like 'Sure, here's...' is trickier than a simple find-and-replace — see how it's done without accidentally deleting real content.