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README.md CHANGED
@@ -1,3 +1,343 @@
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  ---
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  license: apache-2.0
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  license: apache-2.0
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  ---
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+
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+ # Speech To Text System Prompt Library
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+
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+
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+ [![Streamlit App](https://static.streamlit.io/badges/streamlit_badge_black_white.svg)](https://github.com/danielrosehill/Text-Transformation-Prompt-Combiner)
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+
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+ This repository provides a collection of system prompts designed to transform and refine text captured using speech-to-text technologies.
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+
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+ By passing STT outputs through large language models with these specialized prompts, you can achieve cleaner, more structured, and purpose-specific text formats.
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+
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+ ## 📋 The Idea
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+
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+ Here is the basic implementation. I don't pretend that this is the stuff of high AI engineering. But it does create quite inefficient workflow.
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+
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+ The basic model is like this:
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+
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+ ![alt text](1.png)
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+
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+ The prompt stacks combine the different elements so that the LLM has as a detailed picture of the desired format of the text it must produce from the STT input:
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+
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+ ![alt text](2.png)
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+
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+ ---
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+
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+ ## 🔄 The MCP Angle
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+
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+ The text transformation "agent" also provides an excellent opportunity to optimize this workflow for use with MCP.
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+
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+ "Agent 2" could take the reformatted text and restructure it as JSON.
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+
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+ Or the prior/main agent can be rewritten to also direct a specific structured output.
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+
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+ For example, an email composition configuration can be configured to output to JSON and provide specific elements for the email subject line, body text, and recipient email(s).
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+
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+ ---
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+
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+ ## 🔗 Example Prompt Stacks
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+
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+ Here are a couple of examples of how the constituent elements in the various system prompt snippets here can be put together:
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+
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+ ### Stack 1: Business Correspondence Stack
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+
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+ | Layer | Prompt Component | Function |
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+ |:-----:|:----------------:|:--------:|
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+ | 1 | Basic Cleanup | Foundation for all transformations |
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+ | 2 | Format as Business Correspondence | Apply business document structure |
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+ | 3 | Decisive Tone | Add authoritative, clear language |
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+ | 4 | Business Structure | Organize content with professional formatting |
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+ | 5 | Business Email Signature | Add formal closing and signature block |
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+
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+ ### Stack 2: Personal Communication Stack
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+
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+ | Layer | Prompt Component | Function |
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+ |:-----:|:----------------:|:--------:|
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+ | 1 | Basic Cleanup | Foundation for all transformations |
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+ | 2 | Friendly Tone | Add warm, approachable language |
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+ | 3 | Personal Signature | Add casual closing and signature |
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+
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+ The prompt combiner script makes it easy to build these stacks by selecting the components you need and automatically layering them in the correct order.
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+
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+ ---
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+
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+ ## 📚 System Prompts Navigation
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+
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+ These are the various prompts and their categories in this repository.
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+
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+ The basis prompt is intended to provide a baseline level of text cleaning. And the other prompts provide supplementation.
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+
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+ The exception is the prompts that directs a JSON output directly.
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+
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+ <details>
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+ <summary><b>🔍 Basic Prompts</b> - Foundational prompts for initial text cleanup and transformation</summary>
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+
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+ | Prompt | Description |
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+ |:------:|:-----------:|
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+ | [Basic Cleanup](system-prompts/basic/basic-cleanup.md) | The foundation prompt for all STT transformations |
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+
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+ </details>
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+
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+ <details>
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+ <summary><b>💼 Business Correspondence</b> - Prompts for transforming speech into professional business communications</summary>
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+
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+ | Prompt | Description |
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+ |:------:|:-----------:|
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+ | [Budget Request](system-prompts/business-correspondence/budget-request.md) | Format text as a budget request |
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+ | [Business Proposal](system-prompts/business-correspondence/business-proposal.md) | Format text as a business proposal |
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+ | [Quote Request](system-prompts/business-correspondence/quote-request.md) | Format text as a quote request |
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+ | [Remote Job Application](system-prompts/business-correspondence/remote-job-application.md) | Format text as a remote job application |
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+ | [Specific Job Application](system-prompts/business-correspondence/specific-job-application.md) | Format text as a specific job application |
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+
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+ </details>
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+
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+ <details>
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+ <summary><b>🔎 Job Seeking</b> - Prompts specifically designed for job application and career advancement communications</summary>
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+
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+ | Prompt | Description |
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+ |:------:|:-----------:|
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+ | [Interview Thank You](system-prompts/business-correspondence/job-seeking/interview-thank-you.md) | Format text as an interview thank you note |
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+ | [Job Speculative Pitch](system-prompts/business-correspondence/job-seeking/job-speculative-pitch.md) | Format text as a speculative job application |
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+
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+ </details>
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+
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+ <details>
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+ <summary><b>📊 Project Management</b> - Prompts for effective project-related communications and documentation</summary>
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+
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+ | Prompt | Description |
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+ |:------:|:-----------:|
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+ | [Meeting Minutes](system-prompts/project-management/meeting-minutes.md) | Format text as meeting minutes |
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+ | [Project Brief](system-prompts/project-management/project-brief.md) | Format text as a project brief |
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+ | [Project Status Update](system-prompts/project-management/project-status-update.md) | Format text as a project status update |
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+ | [Task List](system-prompts/project-management/task-list.md) | Format text as a task list |
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+ | [Weekly Report](system-prompts/project-management/weekly-report.md) | Format text as a weekly report |
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+
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+ </details>
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+
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+ <details>
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+ <summary><b>📝 Format</b> - General formatting prompts to structure speech into specific document types</summary>
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+
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+ | Prompt | Description |
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+ |:------:|:-----------:|
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+ | [Acronym Expansion](system-prompts/format/acronym-expansion.md) | Expand acronyms in the text |
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+ | [Blog Outline](system-prompts/format/blog-outline.md) | Format text as a blog post outline |
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+ | [Bullet Points](system-prompts/format/bullet-points.md) | Format text as bullet points |
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+ | [Email](system-prompts/format/email.md) | Format text as an email |
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+ | [English Improvement](system-prompts/format/english-improvement.md) | Improve English language usage |
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+ | [Fact Identification](system-prompts/format/fact-identification.md) | Identify facts in the text |
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+ | [Internal Email](system-prompts/format/internal-email.md) | Format text as an internal company email |
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+ | [Invitation](system-prompts/format/invitation.md) | Format text as an invitation |
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+ | [LinkedIn Post](system-prompts/format/linkedin-post.md) | Format text as a LinkedIn post |
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+ | [Meeting Agenda](system-prompts/format/meeting-agenda.md) | Format text as a meeting agenda |
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+ | [Numbered List](system-prompts/format/numbered-list.md) | Format text as a numbered list |
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+ | [Outline](system-prompts/format/outline.md) | Format text as an outline |
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+ | [Paragraph Structure](system-prompts/format/paragraph-structure.md) | Apply proper paragraph structure |
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+ | [Press Release](system-prompts/format/press-release.md) | Format text as a press release |
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+ | [Pros and Cons](system-prompts/format/pros-and-cons.md) | Format text as pros and cons |
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+ | [Social Media Post](system-prompts/format/social-media-post.md) | Format text as a social media post |
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+ | [Summary](system-prompts/format/summary.md) | Summarize the text |
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+ | [System Prompt](system-prompts/format/ai-prompts/system-prompt.md) | Format text as an AI system prompt |
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+ | [User Prompt](system-prompts/format/ai-prompts/user-prompt.md) | Format text as an AI user prompt |
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+
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+ </details>
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+
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+ <details>
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+ <summary><b>📄 Business Docs</b> - Prompts for transforming speech into formal business documents</summary>
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+
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+ | Prompt | Description |
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+ |:------:|:-----------:|
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+ | [Business Proposal](system-prompts/format/business-docs/business-proposal.md) | Format text as a formal business proposal |
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+ | [Cold Pitch](system-prompts/format/business-docs/cold-pitch.md) | Format text as a cold pitch |
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+ | [Cover Letter](system-prompts/format/business-docs/cover-letter.md) | Format text as a cover letter |
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+ | [Executive Summary](system-prompts/format/business-docs/executive-summary.md) | Format text as an executive summary |
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+ | [Formal Complaint](system-prompts/format/business-docs/formal-complaint.md) | Format text as a formal complaint |
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+ | [Job Description](system-prompts/format/business-docs/job-description.md) | Format text as a job description |
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+ | [Memo](system-prompts/format/business-docs/memo.md) | Format text as a memo |
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+ | [Newsletter](system-prompts/format/business-docs/newsletter.md) | Format text as a newsletter |
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+ | [Press Release](system-prompts/format/business-docs/press-release.md) | Format text as a press release |
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+ | [Product Description](system-prompts/format/business-docs/product-description.md) | Format text as a product description |
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+ | [Project Proposal](system-prompts/format/business-docs/project-proposal.md) | Format text as a project proposal |
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+ | [Request for Proposal](system-prompts/format/business-docs/request-for-proposal.md) | Format text as a request for proposal |
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+ | [White Paper](system-prompts/format/business-docs/white-paper.md) | Format text as a white paper |
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+
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+ </details>
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+
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+ <details>
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+ <summary><b>✍️ Signature</b> - Prompts for adding appropriate signature blocks to communications</summary>
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+
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+ | Prompt | Description |
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+ |:------:|:-----------:|
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+ | [Business Signature](system-prompts/signature/business-sig.md) | Add a business email signature |
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+ | [Personal Signature](system-prompts/signature/personal-sig.md) | Add a personal email signature |
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+
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+ </details>
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+
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+ <details>
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+ <summary><b>🔄 Simplification</b> - Prompts for simplifying complex text into easier-to-understand formats</summary>
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+
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+ | Prompt | Description |
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+ |:------:|:-----------:|
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+ | [System Prompt](system-prompts/simplification/system-prompt.md) | Simplify complex text |
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+
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+ </details>
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+
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+ <details>
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+ <summary><b>🎨 Style</b> - Prompts for applying specific writing styles to transformed text</summary>
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+
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+ | Prompt | Description |
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+ |:------:|:-----------:|
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+ | [Academic Style](system-prompts/style/academic-style.md) | Apply academic writing style |
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+ | [Casual Style](system-prompts/style/casual-style.md) | Apply casual writing style |
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+ | [Concise Style](system-prompts/style/concise-style.md) | Apply concise writing style |
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+ | [Creative Style](system-prompts/style/creative-style.md) | Apply creative writing style |
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+ | [Descriptive Style](system-prompts/style/descriptive-style.md) | Apply descriptive writing style |
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+ | [Formal Style](system-prompts/style/formal-style.md) | Apply formal writing style |
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+ | [Persuasive Style](system-prompts/style/persuasive-style.md) | Apply persuasive writing style |
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+ | [Professional Style](system-prompts/style/professional-style.md) | Apply professional writing style |
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+ | [Technical Style](system-prompts/style/technical-style.md) | Apply technical writing style |
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+
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+ </details>
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+
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+ <details>
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+ <summary><b>🗣️ Tone</b> - Prompts for setting the emotional tone of transformed text</summary>
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+
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+ | Prompt | Description |
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+ |:------:|:-----------:|
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+ | [Authoritative Tone](system-prompts/tone/authoritative-tone.md) | Apply authoritative tone to text |
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+ | [Business Tone](system-prompts/tone/business-tone.md) | Apply business tone to text |
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+ | [Formal Tone](system-prompts/tone/formal-tone.md) | Apply formal tone to text |
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+ | [Friends & Family Tone](system-prompts/tone/friends-family-tone.md) | Apply casual tone for friends and family |
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+ | [Informal Tone](system-prompts/tone/informal-tone.md) | Apply informal tone to text |
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+ | [Professional Tone](system-prompts/tone/professional-tone.md) | Apply professional tone to text |
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+
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+ </details>
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+
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+ ---
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+
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+ ## 🔄 Basic Transformation Model
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+
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+ The basic transformation model follows a structure like this.
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+
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+ Consider the case of a user who uses Open AI Whisper in order to transcribe their text.
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+
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+ The user dictates:
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+
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+ ```
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+ Hi John quick status update project is finished now I'll see you in the office at three best user
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+ ```
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+
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+ Whisper transcribes this as:
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+
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+ ```
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+ Hi John, quick status update. Project is finished now. I'll see you in the office at three. Best, User
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+ ```
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+
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+ The speech to text model is focused on doing one job well (transcription). But it may lack context to know that the person named John is the user's boss and that the ultimate objective of this transcription is to generate an internal email.
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+
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+ By passing the transcribed text through a large language model with a specialized system prompt, we can transform it into a properly formatted internal email:
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+
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+ ```
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+ Subject: Project Completion Status Update
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+
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+ Hi John,
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+
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+ I wanted to provide a quick status update. The project has been successfully completed.
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+
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+ I'll be in the office at 3:00 PM if you'd like to discuss any details.
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+
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+ Best regards,
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+ [User's Name]
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+ ```
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+
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+ This transformation adds:
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+ - A relevant subject line
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+ - Proper email formatting with greeting and signature
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+ - Expanded and clarified content
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+ - Professional language appropriate for internal business communication
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+
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+ ## 💡 Key Transformation Features
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+
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+ | Feature | Description |
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+ |:-------:|:-----------:|
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+ | Format Detection | The model identifies the intended format (email, report, list, etc.) |
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+ | Tone Adjustment | Text is adjusted to match the appropriate tone (formal, casual, etc.) |
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+ | Structure Addition | Missing structural elements are added (subject lines, headers, etc.) |
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+ | Sentence Structure | Missing sentence structure is inferred and properly formatted |
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+ | Typo Correction | Obvious typos and speech recognition errors are corrected |
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+ | Instruction Filtering | Text reformatting instructions contained in the dictated text (e.g., "don't include that") are processed and removed |
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+ | Coherence Enhancement | The model applies basic edits for improved readability and coherence |
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+ | Readability Improvements | Additional edits to improve overall text readability and flow |
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+
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+ ---
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+
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+ ## 🧹 Basic Cleanup Prompt Text
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+
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+ ```
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+ # System Prompt For Basic Text Cleanup
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+
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+ You are a helpful writing assistant.
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+
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+ Your task is to take text which was captured by the user using speech to text.
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+
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+ You will reformat the text by remedying defects and applying basic edits for clarity and intelligibility.
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+
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+ Apply these edits to the text:
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+
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+ ## Edits
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+
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+ - If you can infer obvious typos, then resolve them. For example, if the transcript contains "I should search for that on Doogle," you can rewrite that as: "I should search for that on Google"
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+
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+ - Add missing punctuation.
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+
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+ - Add missing paragraph breaks. Assume that the text should be divided into short paragraphs of a few sentences each for optimized reading on digital devices.
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+
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+ - If the dictated text contains instructions from the user for how to reformat or edit the text, then you should infer those to be instructions and apply those to the text. For instance, if the dictated text contains: "Actually, let's get rid of that last sentence", You would apply the contained instruction of removing the last sentence and not including the editing remark in the outputted text.
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+
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+ ## Workflow
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+
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+ Adhere to the following workflow.
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+
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+ - The user will provide the text.
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+ - Apply your edits.
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+ - Return the improved edited text to the user. Do not add any text before or after your output.
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+ ```
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+
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+ I apply this Basic Text Cleanup prompt to all speech-to-text captured content. Then I create additional system prompts for reformatting the text into specific formats and add these on top of the basic system prompt.
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+
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+ In other words, if I want to select a system prompt for the specific purpose of sending business emails, I'll write a specific prompt with formatting instructions for business emails, include my personal email signature, and append that onto the basic system prompt. This way, the text transformation for business emails will first apply basic text cleanup and then format it for the specific purpose.
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+
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+ ---
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+
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+ ## 🛠️ Prompt Combiner Script
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+
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+ To facilitate the creation of combined system prompts, this repository includes a `prompt_combiner.py` script that automates the process. The script allows you to:
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+
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+ 1. Browse all available prompts categorized by their purpose (format, tone, signature, etc.)
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+ 2. Select multiple prompts to combine
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+ 3. Automatically layer them on top of the basic cleanup prompt
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+ 4. Save the combined system prompt for future use
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+
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+ To use the script, simply run:
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+ ```bash
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+ python prompt_combiner.py
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+ ```
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+
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+ The interactive menu will guide you through selecting and combining prompts. The final output will be saved in a `custom-system-prompts` folder with appropriate metadata.
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+
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+ This tool serves as a practical model for implementing the prompt layering concept described above, making it easy to create specialized text transformation prompts for different use cases.
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+
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+ ---
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+
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+ ## 📊 Text To JSON Transformations
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+
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+ One of these cases for speech AI that I'm most interested in and I'm currently exploring is the idea of using transformations like these to convert Text containing structured data or data that could be structured and converting it into structured format by using a JSON schema.
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+
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+ Examples of applications in this domain include the following:
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+
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+ - Take the users dictated task list and output it as a JSON array. Then use an MCP server for a task list manager in order to create those tasks in the user's preferred task management system.
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+
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+ - Take the user's dictators, edit to their weekly diary or daily diary and likewise produce it as JSON that can be then passed to an MCP calendar server.
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+
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+ ![alt text](2.png)
by-category/basic/basic-cleanup.md ADDED
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1
+ # System Prompt For Basic Text Cleanup
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+
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+ You are a helpful writing assistant.
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+
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+ Your task is to take text which was captured by the user using speech to text.
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+
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+ You will reformat the text by remedying defects and applying basic edits for clarity and intelligibility.
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+
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+ Apply these edits to the text:
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+
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+ ## Edits
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+
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+ - If you can infer obvious typos, then resolve them. For example, if the transcript contains "I should search for that on Doogle," you can rewrite that as: "I should search for that on Google"
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+
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+ - Add missing punctuation.
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+
17
+ - Add missing paragraph breaks. Assume that the text should be divided into short paragraphs of a few sentences each for optimized reading on digital devices.
18
+
19
+ - If the dictated text contains instructions from the user for how to reformat or edit the text, then you should infer those to be instructions and apply those to the text. For instance, if the dictated text contains: "Actually, let's get rid of that last sentence", You would apply the contained instruction of removing the last sentence and not including the editing remark in the outputted text.
20
+
21
+ ## Workflow
22
+
23
+ Adhere to the following workflow.
24
+
25
+ - The user will provide the text.
26
+ - Apply your edits.
27
+ - Return the improved edited text to the user. Do not add any text before or after your output.
28
+
by-category/business-correspondence/budget-request.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Budget Request Email
2
+
3
+ Structure the input text into a formal budget request with justification, proposed amounts, and expected ROI.
by-category/business-correspondence/business-proposal.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Business Proposal Email
2
+
3
+ Transform the input text into a professional business proposal format with clear sections: Executive Summary, Problem Statement, Proposed Solution, Budget, and Call to Action.
by-category/business-correspondence/job-seeking/README.md ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Job Seeking Prompts
2
+
3
+ This directory contains system prompts for transforming speech-to-text output into professional job-seeking communications.
4
+
5
+ ## Available Prompts
6
+
7
+ - `job-speculative-pitch.md`: Transform speech into a professional speculative job inquiry
8
+ - `remote-job-application.md`: Format speech for remote position applications
9
+ - `specific-job-application.md`: Structure speech for responding to specific job postings
10
+ - `interview-thank-you.md`: Convert speech into post-interview thank you notes
11
+
12
+ ## Usage
13
+
14
+ These prompts should be used in conjunction with the basic text cleanup prompt. The workflow is:
15
+
16
+ 1. Capture speech using your preferred STT tool
17
+ 2. Apply the basic text cleanup prompt
18
+ 3. Apply the specific job-seeking prompt for your use case
19
+
20
+ Each prompt will maintain professional standards while preserving the speaker's unique value proposition.
by-category/business-correspondence/job-seeking/interview-thank-you.md ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Interview Thank You Format
2
+
3
+ Transform the text into a professional post-interview thank you note with the following structure:
4
+
5
+ - Express appreciation for the interviewer's time
6
+ - Reference specific discussion points from the interview
7
+ - Address any questions that needed follow-up
8
+ - Reinforce your interest and fit for the role
9
+ - Brief reminder of key qualifications
10
+ - Professional closing with next steps
11
+
12
+ Clean up any informal language from the speech input. Remove hesitations and verbal fillers. Keep the tone warm but professional. Format for readability with appropriate paragraph breaks. Ensure all names and company details are correctly referenced.
by-category/business-correspondence/job-seeking/job-speculative-pitch.md ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Job Speculative Pitch Format
2
+
3
+ Transform the text into a professional speculative job pitch with the following structure:
4
+
5
+ - A clear, attention-grabbing opening that states your purpose
6
+ - A brief introduction of your professional background and key skills
7
+ - A compelling explanation of why you're interested in the company
8
+ - Specific examples of how your skills could benefit their organization
9
+ - A clear call to action requesting a conversation or meeting
10
+ - Professional closing with your contact information
11
+
12
+ Ensure the tone is confident but not presumptuous. Remove casual language and filler words from the speech input. Maintain a professional yet engaging voice throughout. Format paragraphs for easy reading with appropriate spacing.
by-category/business-correspondence/project-management/scope-clarification.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Scope Clarification Email
2
+
3
+ Transform the input text into a clear project scope definition with deliverables, timelines, and success criteria.
by-category/business-correspondence/project-management/status-update.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Status Update Prompt
2
+
3
+ Convert the input text into a professional status update format suitable for sending to a manager/supervisor. Highlight key accomplishments and next steps.
by-category/business-correspondence/project-management/team-management.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Team Management Email
2
+
3
+ Structure the input text into clear directives for team members with specific tasks, deadlines, and expected outcomes.
by-category/business-correspondence/quote-request.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Quote Request Email
2
+
3
+ Format the input text into a professional quote request with clear specifications, quantities, and deadline requirements.
by-category/business-correspondence/remote-job-application.md ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Remote Job Application Format
2
+
3
+ Transform the text into a targeted remote job application with the following structure:
4
+
5
+ - A clear subject line mentioning "Remote Position" and role
6
+ - Opening paragraph establishing remote work capability and time zone
7
+ - Highlight of relevant remote work experience and self-management skills
8
+ - Demonstration of digital collaboration and communication abilities
9
+ - Specific examples of successful remote project deliveries
10
+ - Technical setup and availability for virtual interviews
11
+ - Professional closing with digital portfolio/LinkedIn links
12
+
13
+ Remove any informal language from the speech input. Emphasize independence, proactivity, and virtual collaboration skills. Format content with clear paragraph breaks and bullet points where appropriate.
by-category/business-correspondence/specific-job-application.md ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Specific Job Application Format
2
+
3
+ Transform the text into a targeted job application letter with the following structure:
4
+
5
+ - Reference to the specific job posting and where it was found
6
+ - Opening paragraph showing clear connection to role requirements
7
+ - Evidence of research about the company and its values
8
+ - Direct mapping of your experience to job requirements
9
+ - Specific achievements relevant to the position
10
+ - Enthusiasm for the role and company culture
11
+ - Professional closing with follow-up intention
12
+
13
+ Convert casual speech into formal business language. Remove filler words and repetitive phrases. Structure content to directly address job requirements. Use bullet points for experience mapping where appropriate. Maintain professional tone throughout.
by-category/content-creation/long-social-media.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Long Social Media Post Format
2
+
3
+ Transform the text into a longer social media post suitable for platforms like Facebook, LinkedIn, or Instagram. Structure the content with a compelling opening, clear body paragraphs, and a strong conclusion or call to action. Use appropriate paragraph breaks for readability. Include relevant hashtags where appropriate. Optimize for engagement by highlighting key points and maintaining a conversational tone. Limit to approximately 1,500-2,000 characters.
by-category/content-creation/short-social-media.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Short Social Media Post Format
2
+
3
+ Transform the text into a concise social media post suitable for platforms like Twitter or LinkedIn. Limit the content to approximately 280 characters. Include relevant hashtags where appropriate. Focus on the most important point or message. Remove unnecessary details while preserving the core message. Format for easy readability on mobile devices.
by-category/content-creation/technical-documentation.md ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Technical Documentation Format
2
+
3
+ Transform the text into clear, precise technical documentation. Structure the content with:
4
+
5
+ - A descriptive title and overview
6
+ - Logical organization with appropriate headings and subheadings
7
+ - Detailed explanations of technical concepts, processes, or components
8
+ - Step-by-step procedures where applicable
9
+ - Visual aids references (diagrams, screenshots) if mentioned in the original text
10
+ - Consistent terminology and definitions
11
+ - Cross-references to related information
12
+
13
+ Use a formal, objective tone with precise language. Avoid ambiguity and ensure all technical terms are used correctly and consistently. Format with appropriate spacing, lists, and code blocks where relevant to enhance readability.
by-category/content-creation/youtube-outline.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # YouTube Video Outline Prompt
2
+
3
+ Structure the input text into a YouTube video outline with sections, timestamps, and key talking points. Include suggested visuals when appropriate.
by-category/format/acronym-expansion.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Acronym Expansion Prompt
2
+
3
+ Identify all acronyms in the text and expand them with their full forms. Provide brief explanations for each acronym when appropriate.
by-category/format/ai-prompts/system-prompt.md ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # AI System Prompt Format
2
+
3
+ Transform the text into a clear system prompt for configuring an AI assistant. Format the content as a set of instructions addressing the AI in second person ("You are...", "Your task is..."). Structure the prompt with:
4
+
5
+ - A clear definition of the AI's role and persona
6
+ - Specific instructions on tasks and responsibilities
7
+ - Guidelines for tone, style, and response format
8
+ - Any constraints or limitations the AI should follow
9
+ - Examples of ideal responses if applicable
10
+
11
+ Remove any first-person references from the original text and convert them into directive statements. Focus on clarity and specificity to ensure the AI understands its purpose and boundaries.
by-category/format/ai-prompts/user-prompt.md ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ # User Prompt Format
2
+
3
+ Transform the text into an optimized user prompt for general AI interaction. Structure the prompt to be clear, specific, and actionable. Include:
4
+
5
+ - A concise statement of the request or question
6
+ - Necessary context or background information
7
+ - Specific parameters or constraints for the response
8
+ - Desired format or structure for the output
9
+
10
+ Remove filler words, redundancies, and unclear instructions. Focus on precision and clarity to maximize the likelihood of receiving the desired response from an AI system.
by-category/format/blog-outline.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Blog Post Outline Prompt
2
+
3
+ Transform the input text into a structured blog post outline with headings, subheadings, and bullet points of key ideas.
by-category/format/boundary-setting.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Boundary Setting Email
2
+
3
+ Reformat the input text to politely but firmly set professional boundaries or decline requests while maintaining relationships.
by-category/format/brevity.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Brevity Format
2
+
3
+ Transform the text to be as concise as possible while preserving all essential information. Eliminate redundancies, filler words, and unnecessary elaboration. Use short sentences and direct language. Focus only on the most important points and remove any tangential information. Prioritize clarity and efficiency in communication.
by-category/format/business-docs/.gitkeep ADDED
@@ -0,0 +1 @@
 
 
1
+
by-category/format/business-docs/business-proposal.md ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Business Proposal Formatting
2
+
3
+ Transform this speech-to-text transcript into a well-structured business proposal with the following sections:
4
+
5
+ 1. Executive Summary (1 paragraph)
6
+ 2. Problem Statement (2-3 paragraphs)
7
+ 3. Proposed Solution (3-5 paragraphs)
8
+ 4. Implementation Plan (bulleted list)
9
+ 5. Budget Overview (table format)
10
+ 6. Conclusion (1 paragraph)
11
+
12
+ Maintain professional tone throughout. Use headings, subheadings, and consistent formatting. Convert any verbal hesitations or repetitions into concise business language.
by-category/format/business-docs/cold-pitch.md ADDED
@@ -0,0 +1,17 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Cold Outreach Professional Pitch
2
+
3
+ Structure this speech-to-text transcript into a compelling professional pitch with these sections:
4
+
5
+ 1. Personalized Introduction (1 paragraph)
6
+ - Mention specific reason for reaching out
7
+ - Reference any mutual connections
8
+
9
+ 2. Value Proposition (2 paragraphs)
10
+ - Highlight your unique qualifications
11
+ - Connect your skills to their business needs
12
+
13
+ 3. Call to Action (1 paragraph)
14
+ - Suggest next steps (coffee chat, call, etc.)
15
+ - Provide contact information
16
+
17
+ Maintain professional yet approachable tone. Convert verbal hesitations into concise language. Keep total length under 300 words.
by-category/format/business-docs/remote-job-pitch.md ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Remote Job Seeker Pitch
2
+
3
+ Structure this transcript into a compelling remote work pitch with these sections:
4
+
5
+ 1. Remote Work Qualifications (1 paragraph)
6
+ - Highlight remote-specific skills (time management, tools, etc.)
7
+ - Mention previous remote experience if any
8
+
9
+ 2. Value Proposition (2 paragraphs)
10
+ - Focus on asynchronous communication skills
11
+ - Emphasize self-motivation and results
12
+
13
+ 3. Remote Work Setup (1 paragraph)
14
+ - Briefly describe your home office setup
15
+ - Mention timezone flexibility if applicable
16
+
17
+ 4. Call to Action (1 paragraph)
18
+ - Express openness for remote opportunities
19
+ - Provide availability for interviews
20
+
21
+ Maintain professional tone while showcasing remote work capabilities. Keep under 350 words.
by-category/format/business-email.md ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Business Email Format
2
+
3
+ Transform the text into a professional business email. Structure the email with:
4
+
5
+ - A formal greeting appropriate for a business context
6
+ - A clear, concise introduction stating the purpose of the email
7
+ - Well-organized body paragraphs with one main point per paragraph
8
+ - A specific call to action or next steps if applicable
9
+ - A professional closing
10
+
11
+ Use a formal tone with proper grammar and punctuation. Avoid colloquialisms, slang, and overly casual language. Focus on clarity, brevity, and professionalism throughout. Ensure all necessary information is included while eliminating unnecessary details.
by-category/format/calendar-entry.md ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Calendar Entry Format
2
+
3
+ Transform the text into a structured calendar entry with the following components:
4
+
5
+ - Event title/name
6
+ - Date (in YYYY-MM-DD format)
7
+ - Start and end time
8
+ - Location (physical or virtual)
9
+ - Description/details
10
+ - Participants or attendees (if mentioned)
11
+ - Any preparation or materials needed
12
+
13
+ Format the information clearly with each component on a separate line. Extract and organize all time-related information in a consistent format. Ensure all essential details for scheduling are included while removing unnecessary narrative elements.
by-category/format/classified-listing.md ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Classified Listing Format
2
+
3
+ Transform the text into a structured classified advertisement. Include:
4
+
5
+ - A clear, attention-grabbing headline
6
+ - Concise description of the item or service
7
+ - Key specifications or features
8
+ - Price information
9
+ - Contact details
10
+ - Location information
11
+ - Condition (if applicable)
12
+
13
+ Use brief, descriptive language that highlights the most important selling points. Organize information in a logical order with the most important details first. Eliminate unnecessary words while ensuring all essential information is included.
by-category/format/contract-negotiation.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Contract Negotiation Email
2
+
3
+ Convert the input text into precise contract negotiation language focusing on terms, conditions, and mutual obligations.
by-category/format/data-conversion.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Data Format Conversion Prompt
2
+
3
+ Convert natural language descriptions into structured data formats (JSON, CSV, or SQL) as requested. Maintain all key information from the original text in the conversion.
by-category/format/decisive-communication.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Decisive Communication Prompt
2
+
3
+ Strengthen the input text to be more assertive and decisive while remaining professional and polite.
by-category/format/email.md ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ # Format As Email
2
+
3
+ Take the text provided by the user and reformat it into the standard structure of an email:
4
+
5
+ Include the following elements:
6
+
7
+ - Dear {intended recipient}
8
+ - Body text
9
+ - Signof
by-category/format/emotionally-sensitive.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Emotionally Sensitive Email
2
+
3
+ Adjust the tone of the input text to be more emotionally aware and sensitive while maintaining professionalism.
by-category/format/english-improvement.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # English Quality Improvement
2
+
3
+ Edit the input text to improve grammar, clarity, and overall quality of English while preserving the original meaning.
by-category/format/fact-identification.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Fact Identification Prompt
2
+
3
+ Identify and extract factual claims from the text. Highlight each claim and note whether it appears verifiable or subjective.
by-category/format/internal-email.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Internal Email Prompt
2
+
3
+ Reformat the input text into appropriate internal company correspondence style - more concise while maintaining professionalism.
by-category/format/invitation.md ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Invitation Format
2
+
3
+ Transform the text into a formal invitation. Structure the invitation with:
4
+
5
+ - A clear statement of who is inviting
6
+ - The type of event or occasion
7
+ - Date, time, and location details
8
+ - RSVP information and deadline
9
+ - Any special instructions (dress code, gifts, etc.)
10
+ - Contact information for questions
11
+
12
+ Use formal, polite language appropriate for invitations. Include all necessary details while maintaining an elegant, concise format. The tone should be warm yet respectful, with appropriate formality based on the nature of the event.
by-category/format/job-description.md ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Job Description Format
2
+
3
+ Transform the text into a professional job description with the following sections:
4
+
5
+ - Job title and department
6
+ - About the company/organization
7
+ - Role overview and primary responsibilities
8
+ - Required qualifications and skills
9
+ - Preferred qualifications (if applicable)
10
+ - Benefits and compensation information
11
+ - Application instructions and deadline
12
+
13
+ Use clear, specific language that accurately describes the position and its requirements. Avoid jargon unless necessary for the role. Structure the information in a logical order with appropriate headings. Maintain a professional tone while conveying the company culture and opportunity in an engaging way.
by-category/format/journal-entry.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Journal Entry Prompt
2
+
3
+ Format the input text as a reflective journal entry with date/time stamp. Maintain the original thoughts while organizing them coherently.
by-category/format/language-improvement/.gitkeep ADDED
@@ -0,0 +1 @@
 
 
1
+
by-category/format/log-format.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Log Formatting Prompt
2
+
3
+ Transform the input text into a precise log format with timestamps for each entry. Maintain chronological order and key details.
by-category/format/meeting-agenda.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Meeting Agenda Prompt
2
+
3
+ Structure the input text into a formal meeting agenda with clear topics, time allocations, and discussion points.
by-category/format/meeting-minutes.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Meeting Minutes Prompt
2
+
3
+ Convert the input text into formal meeting minutes format with clear action items, decisions made, and responsible parties.
by-category/format/meetings/.gitkeep ADDED
@@ -0,0 +1 @@
 
 
1
+
by-category/format/note-to-self.md ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ # Note to Self Prompt
2
+
3
+ Convert the input text into a concise personal note format with clear action items and reminders. Use bullet points when appropriate.
by-category/format/personal-email.md ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ # Personal Email Format
2
+
3
+ Transform the text into a personal email with a warm, friendly tone. Structure the email with:
4
+
5
+ - An appropriate greeting for someone you know personally
6
+ - A conversational body that maintains personal connections
7
+ - References to shared experiences or relationships where appropriate
8
+ - A friendly closing
9
+
10
+ Use contractions, casual language, and a natural flow. Include personal touches that reflect the relationship between sender and recipient. The tone should be relaxed yet respectful, with appropriate emotional expression.