Doc: Document editing with Mem0 (#2325)
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"examples/customer-support-agent",
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"examples/personal-travel-assistant",
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"examples/llama-index-mem0",
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"examples/chrome-extension"
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"examples/chrome-extension",
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"examples/document-writing"
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]
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}
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]
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186
docs/examples/document-writing.mdx
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186
docs/examples/document-writing.mdx
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---
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title: Enhanced Document Editing with Mem0
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---
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# **Mem0: Smart Document Editing**
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This guide demonstrates how to leverage **Mem0** to edit documents efficiently, ensuring they align with your unique writing style and preferences.
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## **Why Use Mem0?**
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By integrating Mem0 into your workflow, you can streamline your document editing process with:
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1. **Persistent Writing Preferences**: Mem0 stores and recalls your style preferences, ensuring consistency across all documents.
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2. **Automated Enhancements**: Your stored preferences guide document refinements, making edits seamless and efficient.
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3. **Scalability & Reusability**: Your writing style can be applied to multiple documents, saving time and effort.
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---
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## **Setup**
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```python
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import os
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from mem0 import MemoryClient
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# Set up Mem0 client
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os.environ["MEM0_API_KEY"] = "your-mem0-api-key"
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client = MemoryClient()
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# Define constants
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USER_ID = "content_writer"
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RUN_ID = "smart_editing_session"
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```
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---
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## **Storing Your Writing Preferences in Mem0**
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```python
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def store_writing_preferences():
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"""Store your writing preferences in Mem0."""
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# Define writing preferences
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preferences = """My writing preferences:
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1. Use headings and sub-headings for structure.
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2. Keep paragraphs concise (8-10 sentences max).
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3. Incorporate specific numbers and statistics.
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4. Provide concrete examples.
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5. Use bullet points for clarity.
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6. Avoid jargon and buzzwords."""
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# Store preferences in Mem0
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preference_message = [
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{"role": "user", "content": "Here are my writing style preferences"},
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{"role": "assistant", "content": preferences}
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]
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response = client.add(preference_message, user_id=USER_ID, run_id=RUN_ID, metadata={"type": "preferences", "category": "writing_style"})
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print("Writing preferences stored successfully.")
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return response
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```
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---
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## **Editing Documents with Mem0**
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```python
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def edit_document_based_on_preferences(original_content):
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"""Edit a document using Mem0-based stored preferences."""
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# Retrieve stored preferences
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query = "What are my writing style preferences?"
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preferences_results = client.search(query, user_id=USER_ID, run_id=RUN_ID)
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if not preferences_results:
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print("No writing preferences found.")
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return None
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# Extract preferences
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preferences = ' '.join(memory["memory"] for memory in preferences_results)
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# Apply stored preferences to refine the document
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edited_content = f"Applying stored preferences:\n{preferences}\n\nEdited Document:\n{original_content}"
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return edited_content
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```
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---
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## **Complete Workflow: Document Editing**
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```python
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def document_editing_workflow(content):
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"""Automated workflow for editing a document based on writing preferences."""
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# Step 1: Store writing preferences (if not already stored)
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store_writing_preferences()
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# Step 2: Edit the document with Mem0 preferences
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edited_content = edit_document_based_on_preferences(content)
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if not edited_content:
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return "Failed to edit document."
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# Step 3: Display results
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print("\n=== ORIGINAL DOCUMENT ===\n")
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print(content)
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print("\n=== EDITED DOCUMENT ===\n")
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print(edited_content)
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return edited_content
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```
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---
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## **Example Usage**
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```python
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# Define your document
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original_content = """Project Proposal
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The following proposal outlines our strategy for the Q3 marketing campaign.
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We believe this approach will significantly increase our market share.
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Increase brand awareness
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Boost sales by 15%
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Expand our social media following
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We plan to launch the campaign in July and continue through September.
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"""
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# Run the workflow
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result = document_editing_workflow(original_content)
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```
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---
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## **Expected Output**
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Your document will be transformed into a structured, well-formatted version based on your preferences.
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### **Original Document**
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```
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Project Proposal
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The following proposal outlines our strategy for the Q3 marketing campaign.
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We believe this approach will significantly increase our market share.
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Increase brand awareness
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Boost sales by 15%
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Expand our social media following
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We plan to launch the campaign in July and continue through September.
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```
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### **Edited Document**
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```
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# **Project Proposal**
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## **Q3 Marketing Campaign Strategy**
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This proposal outlines our strategy for the Q3 marketing campaign. We aim to significantly increase our market share with this approach.
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### **Objectives**
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- **Increase Brand Awareness**: Implement targeted advertising and community engagement to enhance visibility.
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- **Boost Sales by 15%**: Increase sales by 15% compared to Q2 figures.
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- **Expand Social Media Following**: Grow our social media audience by 20%.
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### **Timeline**
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- **Launch Date**: July
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- **Duration**: July – September
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### **Key Actions**
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- **Targeted Advertising**: Utilize platforms like Google Ads and Facebook to reach specific demographics.
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- **Community Engagement**: Host webinars and live Q&A sessions.
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- **Content Creation**: Produce engaging videos and infographics.
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### **Supporting Data**
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- **Previous Campaign Success**: Our Q2 campaign increased sales by 12%. We will refine similar strategies for Q3.
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- **Social Media Growth**: Last year, our Instagram followers grew by 25% during a similar campaign.
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### **Conclusion**
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We believe this strategy will effectively increase our market share. To achieve these goals, we need your support and collaboration. Let’s work together to make this campaign a success. Please review the proposal and provide your feedback by the end of the week.
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```
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Mem0 creates a seamless, intelligent document editing experience—perfect for content creators, technical writers, and businesses alike!
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@@ -38,4 +38,7 @@ Here are some examples of how Mem0 can be integrated into various applications:
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<Card title="Chrome Extension" icon="square-6" href="/examples/chrome-extension">
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Add memory capabilities to ChatGPT or Claude or Perplexity with the Mem0 Chrome Extension.
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</Card>
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<Card title="Document Writing" icon="square-7" href="/examples/document-writing">
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Edit documents based on your writing preferences.
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</Card>
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</CardGroup>
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