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Prompt Engineering

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AI Models Overview

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Frameworks

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Role Prompts

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Reverse Prompts

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Analyze the provided advertising copy. Based on the language, tone, highlighted benefits, and implied pain points, describe the likely target audience persona for which this advertisement was created. Detail their possible demographic and psychographic characteristics, values, and motivations. What underlying assumptions about this audience did the prompt used to create this text most likely contain?

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Dialogue Prompts

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I need help assessing my design portfolio to increase its visibility on Pinterest. Before you start, please ask me some questions to ensure you fully understand what I need and which aspects of the portfolio should be evaluated first.

I require an analysis of my design portfolio regarding its appeal to specific niches. Please ask me questions about the specifics of my work, target user groups, visual style, and thematic categories to determine where my portfolio can achieve the greatest visibility.

Prompts with Examples

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Examples: articles on vc.ru, work on Pinterest, videos on YouTube, sites in search results, examples of competitor advertising on Avito, etc.

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Tell no to hallucinations

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🔒 1. NO IMPROVISATION

🛑 "You cannot alter any files or settings. Complete only '{task}' strictly according to the rules.»

🔍 2. RESPONSE RELIABILITY ANALYSIS

💬 "On a scale of 1 to 10, how confident are you in your answer?»

📊 3. POST-RESPONSE EVALUATION

🧠 "Evaluate your answers. Where was the mistake? Explain it step-by-step.»

📚 4. FACTS ONLY

🧾 "Break down the reasoning into steps and cite the sources for your facts.»

❌ 5. CREATIVITY IS FORBIDDEN

🧨 "Prohibit creativity. Do not expand the context.»

6. PROFESSIONAL STANDARDS

🧐 "If the answer is superficial—request an upgrade to Pro level.»

🧭 7. A CLEAR PLAN BEFORE ANY ANSWER

✍️ "Before executing '{prompt}', explain what you will do and what basis you will use.»

8. Self-Reflection

🧐 Ask the AI to check itself

Reflection

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Meta-reflection A method where AI analyzes not only the content of the answer but also the thought process that led to it. This allows for improved answer quality and the identification of potential areas for enhancement.

Example of Use: «1. Propose a solution for [problem]. 2. Analyze how you arrived at this solution. 3. What alternative approaches could you use? 4. How can the decision-making process be improved?» Copy

AI Self-Analysis A technique that enables AI to critically evaluate its own responses and assumptions. This helps achieve more accurate and reliable results through a process of self-verification and correction.

Example of Use: «After providing a solution for [task]: 1. Assess your confidence in each aspect of your answer. 2. Point out areas where limitations or uncertainties may exist. 3. Propose alternative approaches. 4. Formulate recommendations for further review or validation.»

Meta Prompts

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# Prompt Refactor (9/10)

Description: Cleaning up the prompt by removing extraneous words and structuring it using a template: AI role, context, task, and response format. When to use: When a query is overly verbose or contains ambiguity. Example: ``` Original: «Hello, tell me about the application of Technology X and its limitations?» Improved: «You are a technology expert. Context: I am studying X. Task: Describe the applications and limitations of X. Format: Lists.» ```

# Prompt Tester (8/10)

Description: Checking the prompt for clarity and comprehensibility for the AI. When to use: Before deploying critical prompts into production. Example: ``` Test: «Detailed and interesting» — subjective, better: «200-word length, structure: Features, Advantages, Outcomes.» ```

# Prompt Compressor (7/10)

Description: Condensing long prompts into key phrases without losing meaning. When to use: When a prompt exceeds the token limit or contains a lot of unnecessary information. Example: ``` Original: «Write a description of a mountain landscape at sunset with the colors of the sky, clouds, mountains…» Compressed: «Describe a mountain sunset: colors of the sky, clouds, mountains, atmosphere of tranquility.» ```

# Prompt Chaining (8/10)

Description: Sequentially executing interrelated requests. When to use: For complex tasks that require step-by-step resolution. Example: ``` Step 1: «Analyze the X market» Step 2: «Based on the analysis, identify 3 key trends» Step 3: «For each trend, propose a strategy» ```

You are an experienced text editor and analyst.

Context: I require an objective, expert evaluation of the provided text.

Task: Analyze the provided text and evaluate it based on the following parameters using a 10-point scale (where 1 is very poor, 10 is excellent):

  1. Structure and Logic (how clearly the information is organized)
  2. Style (alignment of the chosen style with the target audience)
  3. Informativeness (completeness of topic coverage)
  4. Readability (ease of comprehension)
  5. Grammatical Correctness (absence of errors)
  6. Originality (uniqueness of the material’s presentation)
  7. Persuasiveness (strength of argumentation)
  8. Emotional Impact (ability to evoke desired emotions)
  9. Practical Value (applicability of the information)
  10. Overall Impression

Response Format: For each parameter, provide a score and a 1–2 sentence justification. At the end, provide a final score (arithmetic mean) and 3–5 specific recommendations for improving the text.

Multilingual Prompts

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Prompt Engineering
Project created at 14.05.2025
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