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📚 Prompt Library & Text Transformation Kit

A structured library of techniques and instructions to systematically adjust tone, structure, objectivity, and clarity in any text.


🗺️ Table of Contents


⚙️ General Rules

Important

Default Output Rule Always preserve factual content unless explicitly instructed to summarize, expand, critique, or reframe.

Note

Combination Rule Instructions and tools can be combined sequentially (e.g., Normalize + Simplify) to achieve the desired output.

Tip

Reasoning Rule Analyze logic and consistency internally before generating the final answer. Provide only the final output unless a step-by-step explanation is explicitly requested.


🔄 Text Transformation Tools

Tool Action Purpose
Normalize Remove informal language, filler words, emotional phrasing, and unnecessary modifiers. Produces a completely neutral, objective, and clear version of the text.
Academize Rewrite using professional, academic, or industry-standard terminology. Increases formality, precision, and domain-specific alignment.
Depersonalize Shift focus from individuals to roles, systems, processes, or outcomes. Reduces personal framing and enhances overall objectivity.
Observe Review and present content from a neutral perspective without advocating a position. Encourages balanced examination and analytical reflection.
Merge Identify common themes and combine fragmented content into a coherent whole. Improves structural continuity and eliminates redundancies.
Incorporate Integrate new information into existing content while maintaining flow and consistency. Seamlessly expands, updates, or appends a text body.
Distill Condense content to its absolute essence without losing core meaning. Improves clarity and filters out noise for maximum precision.
Simplify Rewrite using simpler vocabulary, shorter sentences, and a clearer structure. Enhances general accessibility and ease of comprehension.
Expand Add relevant context, explanations, examples, or supporting details. Increases the completeness and educational value of the text.
Extract Identify and isolate key facts, claims, arguments, decisions, or action items. Enables rapid review and efficient analysis of data-dense texts.
Critique Evaluate structural strengths, weaknesses, assumptions, risks, and limitations. Secures quality assurance and uncovers potential blind spots.
Reframe Present the same underlying data from an alternative perspective or context. Generates alternative interpretations, angles, or problem-solving approaches.
Optimize Structure Reorganize content into the most logical sequence while preserving its original meaning. Improves readability, narrative flow, and informational hierarchy.

🌍 Standard Prompting Techniques

🧠 Logic Check

Analyze reasoning internally and verify logical consistency before generating the response. Provide only the final, verified answer.

🧹 Clear Formatting

Rewrite the text completely free of fluff, marketing language, or vague adjectives. Focus exclusively on factual and verifiable information.

🪞 Tone Mirroring

Analyze the tone, style, structure, and vocabulary of [Sample Text]. Rewrite [New Text] to match those precise characteristics.

📊 Contrast Analysis

Compare [Text A] and [Text B]. Identify mutual agreements, structural conflicts, omissions, internal inconsistencies, and logical gaps. Output the results as a Markdown table.

📐 Structural Optimization

Restructure the text to maximize clarity and logical flow. All factual content must be preserved completely intact.

🛡️ Evidence Audit

Identify any claims in the text that lack citations, evidence, or logical justification. Clearly separate verified statements from assumptions and speculation.

🔍 Consistency Check

Scan the text to identify internal contradictions, semantic ambiguities, redundancies, or inconsistent terminology.

📝 Executive Summary

Produce a concise summary containing only the most critical information, key conclusions, and concrete action points.

🗂️ Knowledge Extraction

Convert the unstructured text into a highly organized knowledge base using bullet points, tables, core insights, entities, relationships, and action items where appropriate.

About

A collection of systematic prompts designed to ensure precision and consistency in any workflow.

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