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Engineering & Technical Playbooks AI Prompts for Developers & Engineers (Part 2)

A ready-to-run prompt in Engineering & Technical Playbooks — ready to use.

A curated pack of 88 engineering & technical playbooks AI prompts for developers & engineers. Coding, debugging, architecture, and tooling prompts for software developers and engineering teams.

Part of Engineering & Technical Playbooks

Curated by the InnovProduct team·Part of the InnovProduct library

Updated Sep 3, 2026 Initial release
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Prompts in this bundle

A preview of the 88 prompts included. Full text unlocks with your membership.

88 prompts
1

Researcher Port AI Chatbot

Port code snippets prompt that delivers a checklist for AI chatbot. Ask clarifying questions before answering.

prompt
Act as an expert researcher.

Implement AI chatbot using functional patterns with immutable data.

Topic: AI chatbot
Tone: friendly
Format: checklist

Ask clarifying questions before answering.

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2

UX Researcher Port Web App Design

Port code snippets prompt that delivers a report for web app design. Use concrete examples from my industry.

prompt
Act as an expert UX researcher.

Build a typed function library that handles web app design with edge cases covered.

Topic: web app design
Tone: direct
Format: report

Use concrete examples from my industry.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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3

Healthcare Administrator Write Cloud Migration

Write code snippets prompt that delivers a social media post for cloud migration. Flag every assumption you make.

prompt
Act as an expert healthcare administrator.

Refactor existing code toward cloud migration with clear before/after examples.

Topic: cloud migration
Tone: educational
Format: social media post

Flag every assumption you make.

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4

Brand Strategist Specify CI/CD Pipeline

Specify mcp servers prompt that delivers a bullet-point summary for CI/CD pipeline. Format the output so I can copy-paste it directly.

prompt
Act as an expert brand strategist.

Specify the resources and prompts an MCP server on CI/CD pipeline must register.

Topic: CI/CD pipeline
Tone: friendly
Format: bullet-point summary

Format the output so I can copy-paste it directly.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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5

Visual Designer Specify Cloud Migration

Specify mcp servers prompt that delivers a FAQ for cloud migration. Format the output so I can copy-paste it directly.

prompt
Act as an expert visual designer.

Write the integration steps to connect an MCP server for cloud migration to n8n.

Topic: cloud migration
Tone: detailed
Format: FAQ

Format the output so I can copy-paste it directly.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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6

Growth Hacker Generate CI/CD Pipeline

Generate code snippets prompt that delivers a decision memo for CI/CD pipeline. Avoid jargon and explain technical terms.

prompt
Act as an expert growth hacker.

Implement CI/CD pipeline using functional patterns with immutable data.

Topic: CI/CD pipeline
Tone: friendly
Format: decision memo

Avoid jargon and explain technical terms.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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7

Nutritionist Build Database Optimization

Build mcp servers prompt that delivers a bullet-point summary for database optimization. Flag every assumption you make.

prompt
Act as an expert nutritionist.

Describe how to secure an MCP server that touches database optimization.

Topic: database optimization
Tone: educational
Format: bullet-point summary

Flag every assumption you make.

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8

Resume Writer Write Cloud Migration

Write code snippets prompt that delivers a comparison table for cloud migration. Reference relevant data and sources.

prompt
Act as an expert resume writer.

Write a setup-and-run example for cloud migration with a README-style walkthrough.

Topic: cloud migration
Tone: educational
Format: comparison table

Reference relevant data and sources.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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9

Course Creator Plan Microservices Architecture

Plan ai agents prompt that delivers a presentation script for microservices architecture. Reference relevant data and sources.

prompt
Act as an expert course creator.

Write the system prompt for an agent whose job is microservices architecture.

Topic: microservices architecture
Tone: authoritative
Format: presentation script

Reference relevant data and sources.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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10

Nonprofit Director Port Web App Design

Port code snippets prompt that delivers a bullet-point summary for web app design. Write in the second person.

prompt
Act as an expert nonprofit director.

Refactor existing code toward web app design with clear before/after examples.

Topic: web app design
Tone: concise
Format: bullet-point summary

Write in the second person.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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11

Fractional CFO Build CI/CD Pipeline

Build claude skills prompt that delivers a report for CI/CD pipeline. Prioritize quick wins over long projects.

prompt
Act as an expert fractional CFO.

Define an XML-tagged instruction set for CI/CD pipeline that survives conversation drift.

Topic: CI/CD pipeline
Tone: playful
Format: report

Prioritize quick wins over long projects.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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12

Security Engineer Write Microservices Architecture

Write code snippets prompt that delivers a comparison table for microservices architecture. Give me a reusable template I can adapt.

prompt
Act as an expert security engineer.

Write a performance-optimized implementation of microservices architecture.

Topic: microservices architecture
Tone: educational
Format: comparison table

Give me a reusable template I can adapt.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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13

Researcher Plan Microservices Architecture

Plan ai agents prompt that delivers a bullet-point summary for microservices architecture. Use simple language a beginner can follow.

prompt
Act as an expert researcher.

Specify the tools an agent needs to complete microservices architecture reliably.

Topic: microservices architecture
Tone: concise
Format: bullet-point summary

Use simple language a beginner can follow.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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14

Recruiting Lead Implement CI/CD Pipeline

Implement code snippets prompt that delivers a bullet-point summary for CI/CD pipeline. Format the output so I can copy-paste it directly.

prompt
Act as an expert recruiting lead.

Implement CI/CD pipeline using functional patterns with immutable data.

Topic: CI/CD pipeline
Tone: direct
Format: bullet-point summary

Format the output so I can copy-paste it directly.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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15

Fitness Coach Refactor CI/CD Pipeline

Refactor code snippets prompt that delivers a workflow diagram for CI/CD pipeline. Reference relevant data and sources.

prompt
Act as an expert fitness coach.

Implement a reusable component for CI/CD pipeline with props and state documented.

Topic: CI/CD pipeline
Tone: educational
Format: workflow diagram

Reference relevant data and sources.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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16

Security Engineer Design Cloud Migration

Design developer tools prompt that delivers a presentation script for cloud migration. Format the output so I can copy-paste it directly.

prompt
Act as an expert security engineer.

Design a debugging playbook for issues that arise in cloud migration.

Topic: cloud migration
Tone: professional
Format: presentation script

Format the output so I can copy-paste it directly.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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17

Machine Learning Engineer Design Microservices Architecture

Design developer tools prompt that delivers a social media post for microservices architecture. Include a numbered action plan.

prompt
Act as an expert machine learning engineer.

Write release workflow steps that ship microservices architecture safely.

Topic: microservices architecture
Tone: professional
Format: social media post

Include a numbered action plan.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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18

Political Consultant Design Microservices Architecture

Design developer tools prompt that delivers a step-by-step guide for microservices architecture. Show me exactly what to say.

prompt
Act as an expert political consultant.

Specify a test strategy that covers microservices architecture edge cases.

Topic: microservices architecture
Tone: detailed
Format: step-by-step guide

Show me exactly what to say.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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19

Fractional CFO Write API Design

Write code snippets prompt that delivers a report for API design. Include time estimates for each step.

prompt
Act as an expert fractional CFO.

Write an API client that performs API design with retries and error handling.

Topic: API design
Tone: detailed
Format: report

Include time estimates for each step.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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20

Career Counselor Write CI/CD Pipeline

Write code snippets prompt that delivers a report for CI/CD pipeline. Use the same structure every time.

prompt
Act as an expert career counselor.

Implement a reusable component for CI/CD pipeline with props and state documented.

Topic: CI/CD pipeline
Tone: professional
Format: report

Use the same structure every time.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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21

Nonprofit Director Specify AI Chatbot

Specify developer tools prompt that delivers a email for AI chatbot. Include a numbered action plan.

prompt
Act as an expert nonprofit director.

Build a documentation structure for a tool that handles AI chatbot.

Topic: AI chatbot
Tone: empathetic
Format: email

Include a numbered action plan.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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22

Accountant Scaffold API Design

Scaffold mcp servers prompt that delivers a email for API design. Show before/after examples.

prompt
Act as an expert accountant.

Write a system prompt for an agent that uses an MCP server covering API design.

Topic: API design
Tone: professional
Format: email

Show before/after examples.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
23

Teacher Write Microservices Architecture

Write code snippets prompt that delivers a presentation script for microservices architecture. Show me exactly what to say.

prompt
Act as an expert teacher.

Refactor existing code toward microservices architecture with clear before/after examples.

Topic: microservices architecture
Tone: educational
Format: presentation script

Show me exactly what to say.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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24

Public Relations Specialist Refactor Cloud Migration

Refactor code snippets prompt that delivers a step-by-step guide for cloud migration. Show me exactly what to say.

prompt
Act as an expert public relations specialist.

Write an utility module for cloud migration with JSDoc annotations.

Topic: cloud migration
Tone: playful
Format: step-by-step guide

Show me exactly what to say.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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25

Resume Writer Implement Microservices Architecture

Implement code snippets prompt that delivers a email for microservices architecture. Write in the second person.

prompt
Act as an expert resume writer.

Refactor existing code toward microservices architecture with clear before/after examples.

Topic: microservices architecture
Tone: persuasive
Format: email

Write in the second person.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
26

Curriculum Designer Specify Cloud Migration

Specify claude skills prompt that delivers a email for cloud migration. Use the same structure every time.

prompt
Act as an expert curriculum designer.

Write a directive that keeps Claude grounded and source-aware when working on cloud migration.

Topic: cloud migration
Tone: inspiring
Format: email

Use the same structure every time.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
27

Cloud Architect Specify AI Chatbot

Specify developer tools prompt that delivers a email for AI chatbot. Keep it under 500 words.

prompt
Act as an expert cloud architect.

Specify a CLI tool that automates AI chatbot with flags and examples.

Topic: AI chatbot
Tone: encouraging
Format: email

Keep it under 500 words.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
28

Real Estate Agent Build CI/CD Pipeline

Build claude skills prompt that delivers a email for CI/CD pipeline. Show me exactly what to say.

prompt
Act as an expert real estate agent.

Write a skill prompt that formats CI/CD pipeline work as project briefs and specs.

Topic: CI/CD pipeline
Tone: authoritative
Format: email

Show me exactly what to say.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
29

Course Creator Implement AI Chatbot

Implement code snippets prompt that delivers a workflow diagram for AI chatbot. Prioritize quick wins over long projects.

prompt
Act as an expert course creator.

Refactor existing code toward AI chatbot with clear before/after examples.

Topic: AI chatbot
Tone: empathetic
Format: workflow diagram

Prioritize quick wins over long projects.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
30

HR Director Generate Microservices Architecture

Generate code snippets prompt that delivers a bullet-point summary for microservices architecture. Include a numbered action plan.

prompt
Act as an expert HR director.

Build a config-safe snippet for microservices architecture that works across environments.

Topic: microservices architecture
Tone: friendly
Format: bullet-point summary

Include a numbered action plan.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
31

Recruiting Lead Design API Design

Design mcp servers prompt that delivers a checklist for API design. End with a clear call to action.

prompt
Act as an expert recruiting lead.

List the exact tools, arguments, and return types for automating API design via MCP.

Topic: API design
Tone: detailed
Format: checklist

End with a clear call to action.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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32

Financial Analyst Generate CI/CD Pipeline

Generate code snippets prompt that delivers a report for CI/CD pipeline. Prioritize quick wins over long projects.

prompt
Act as an expert financial analyst.

Build a typed function library that handles CI/CD pipeline with edge cases covered.

Topic: CI/CD pipeline
Tone: playful
Format: report

Prioritize quick wins over long projects.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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33

Researcher Specify Database Optimization

Specify mcp servers prompt that delivers a checklist for database optimization. Write in the second person.

prompt
Act as an expert researcher.

Define the tool list and JSON schemas an MCP server for database optimization should expose.

Topic: database optimization
Tone: direct
Format: checklist

Write in the second person.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
34

Copywriter Build AI Chatbot

Build claude skills prompt that delivers a step-by-step guide for AI chatbot. Avoid jargon and explain technical terms.

prompt
Act as an expert copywriter.

Write a directive that keeps Claude grounded and source-aware when working on AI chatbot.

Topic: AI chatbot
Tone: direct
Format: step-by-step guide

Avoid jargon and explain technical terms.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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35

QA Engineer Refactor Microservices Architecture

Refactor code snippets prompt that delivers a step-by-step guide for microservices architecture. Use concrete examples from my industry.

prompt
Act as an expert QA engineer.

Write an API client that performs microservices architecture with retries and error handling.

Topic: microservices architecture
Tone: detailed
Format: step-by-step guide

Use concrete examples from my industry.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
36

Fitness Coach Specify API Design

Specify developer tools prompt that delivers a workflow diagram for API design. Keep it under 500 words.

prompt
Act as an expert fitness coach.

Build a CI pipeline definition that validates API design changes.

Topic: API design
Tone: concise
Format: workflow diagram

Keep it under 500 words.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
37

Screenwriter Build CI/CD Pipeline

Build code snippets prompt that delivers a step-by-step guide for CI/CD pipeline. Include budget implications where relevant.

prompt
Act as an expert screenwriter.

Build a typed function library that handles CI/CD pipeline with edge cases covered.

Topic: CI/CD pipeline
Tone: persuasive
Format: step-by-step guide

Include budget implications where relevant.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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38

Operations Manager Write Database Optimization

Write code snippets prompt that delivers a comparison table for database optimization. Use simple language a beginner can follow.

prompt
Act as an expert operations manager.

Build a config-safe snippet for database optimization that works across environments.

Topic: database optimization
Tone: professional
Format: comparison table

Use simple language a beginner can follow.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
39

Operations Manager Implement AI Chatbot

Implement code snippets prompt that delivers a reusable template for AI chatbot. Prioritize quick wins over long projects.

prompt
Act as an expert operations manager.

Write an API client that performs AI chatbot with retries and error handling.

Topic: AI chatbot
Tone: empathetic
Format: reusable template

Prioritize quick wins over long projects.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
40

Product Manager Refactor Database Optimization

Refactor code snippets prompt that delivers a social media post for database optimization. Highlight risks and how to avoid them.

prompt
Act as an expert product manager.

Create a code snippet for database optimization with security best practices applied.

Topic: database optimization
Tone: encouraging
Format: social media post

Highlight risks and how to avoid them.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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41

Researcher Scaffold CI/CD Pipeline

Scaffold mcp servers prompt that delivers a FAQ for CI/CD pipeline. Include a numbered action plan.

prompt
Act as an expert researcher.

Define a minimal but complete MCP server spec for CI/CD pipeline.

Topic: CI/CD pipeline
Tone: persuasive
Format: FAQ

Include a numbered action plan.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
42

UX Researcher Build AI Chatbot

Build developer tools prompt that delivers a social media post for AI chatbot. Highlight risks and how to avoid them.

prompt
Act as an expert UX researcher.

Specify a test strategy that covers AI chatbot edge cases.

Topic: AI chatbot
Tone: encouraging
Format: social media post

Highlight risks and how to avoid them.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
43

UX Researcher Design Web App Design

Design developer tools prompt that delivers a decision memo for web app design. Flag every assumption you make.

prompt
Act as an expert UX researcher.

Write release workflow steps that ship web app design safely.

Topic: web app design
Tone: concise
Format: decision memo

Flag every assumption you make.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
44

Brand Strategist Specify Database Optimization

Specify mcp servers prompt that delivers a step-by-step guide for database optimization. Keep it under 500 words.

prompt
Act as an expert brand strategist.

Specify error-handling and fallback behavior for MCP tools dealing with database optimization.

Topic: database optimization
Tone: educational
Format: step-by-step guide

Keep it under 500 words.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
45

Editor Outline CI/CD Pipeline

Outline mcp servers prompt that delivers a comparison table for CI/CD pipeline. Format the output so I can copy-paste it directly.

prompt
Act as an expert editor.

List the exact tools, arguments, and return types for automating CI/CD pipeline via MCP.

Topic: CI/CD pipeline
Tone: detailed
Format: comparison table

Format the output so I can copy-paste it directly.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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46

Curriculum Designer Specify API Design

Specify mcp servers prompt that delivers a comparison table for API design. Include budget implications where relevant.

prompt
Act as an expert curriculum designer.

Design tool descriptions that help the model choose correctly for API design.

Topic: API design
Tone: direct
Format: comparison table

Include budget implications where relevant.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
47

Supply Chain Manager Port Database Optimization

Port code snippets prompt that delivers a workflow diagram for database optimization. Include a numbered action plan.

prompt
Act as an expert supply chain manager.

Refactor existing code toward database optimization with clear before/after examples.

Topic: database optimization
Tone: concise
Format: workflow diagram

Include a numbered action plan.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
48

Sales Trainer Build Microservices Architecture

Build developer tools prompt that delivers a report for microservices architecture. Show me exactly what to say.

prompt
Act as an expert sales trainer.

Write release workflow steps that ship microservices architecture safely.

Topic: microservices architecture
Tone: persuasive
Format: report

Show me exactly what to say.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
49

Backend Engineer Generate Web App Design

Generate code snippets prompt that delivers a decision memo for web app design. End with a clear call to action.

prompt
Act as an expert backend engineer.

Write a setup-and-run example for web app design with a README-style walkthrough.

Topic: web app design
Tone: friendly
Format: decision memo

End with a clear call to action.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

This prompt preview is blurred because viewing it requires an active membership.
50

Podcast Host Design Database Optimization

Design ai agents prompt that delivers a social media post for database optimization. Show before/after examples.

prompt
Act as an expert podcast host.

Write the system prompt for an agent whose job is database optimization.

Topic: database optimization
Tone: encouraging
Format: social media post

Show before/after examples.

Full prompt is members-only. Unlock the complete text, copy it, and use it instantly.

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