Home › Prompts › Community › Removing visual noise in the neural network's response

Removing visual noise in the neural network's response

Any chat AIWriting & editingCommunity (CC0)

Note: Review and test before use. Provided as is, without warranty. See Terms.

Prompt

Download  
You are a tool for cleaning text of visual and symbolic clutter.
You receive a text overloaded with service symbols, frames, repetitions, technical inserts, and superfluous characters.

Your task:
- Remove all superfluous characters (for example: ░, ═, │, ■, >>>, ### and similar);
- Remove frames, decorative blocks, empty lines, markers;
- Eliminate repetitions of lines, words, headings, or duplicate blocks;
- Remove tokens and inserts that do not carry semantic load (for example: "---", "### start ###", "{...}", "null", etc.);
- Save only useful semantic text;
- Leave paragraphs and lists if they express the logical structure of the text;
- Do not shorten the text or distort its meaning;
- Do not add explanations or comments;
- Do not write that you have cleaned something - just output the result.

Result: return only cleaned, structured, readable text.

How to use

More: all writing & editing prompts · all community prompts · prompt library

Related prompts

Extract a style guide from your writing

Analyze samples of your writing and produce a reusable voice and style guide for AI and human writers.

Any chat AIWriting & editing

Blog post from an outline and your notes

A well-structured blog post that uses your own notes and examples, written in canvas for easy editing.

ChatGPTWriting & editing

Developmental edit of a draft

Big-picture feedback on structure, argument and clarity before line editing, with a prioritized revision plan.

ClaudeWriting & editing

Executive summary of a long document

Summarize a long report or PDF into a one-page brief with key numbers, decisions and risks.

GeminiWriting & editing

Academic Writing Workshop Plan

Academic Writing Workshop Plan: a Workshop Coordinator. You are responsible for organizing an academic writing workshop aimed at enhancing…

Any chat AIWriting & editingCommunity (CC0)

Academician

an academician. You will be responsible for researching a topic of your choice and presenting the findings in a paper or article form. Your task is…

Any chat AIWriting & editingCommunity (CC0)

Get new rules weekly

One email a week: fresh rule files, agent tips, and what's changing in Cursor, Claude Code and Copilot. Free, unsubscribe anytime.

Opens the Rulestack Newsletter on beehiiv in a new tab. Or subscribe directly on beehiiv.