multi agent

app.py

@@ -149,10 +149,61 @@ With the right competitive research, you don’t just react to the market—you
       ],
       [in_verbatim]
     )
-    btn_recommend = gr.Button("Research")
+    btn_recommend = gr.Button("Research", interactive=False)
     btn_recommend.click(fn=bestPractice, inputs=in_verbatim, outputs=out_product)
 
     gr.Markdown("""
+    Example Output
+    =============
+Based on the provided information from both researchers and security experts, we now have a comprehensive guide on understanding and effectively using Dock
+er containers in modern software development. Here's a summary:
+
+### Understanding Docker Containers
+
+- **Overview**: Docker containers provide an efficient way to package applications along with their dependencies into lightweight, portable units.
+- **Components**:
+  - **Architecture**: Docker containers leverage the host system’s kernel, allowing for resource isolation and minimal overhead.
+  - **Features**: Supports microservices architecture, CI/CD pipelines, development environment consistency, and more.
+
+### Best Practices
+
+1. **Use Official Images**
+   - Use official images from trusted sources like Docker Hub to minimize security risks.
+2. **Keep Your Containers Up-to-Date**
+   - Regularly update your container images to include the latest security patches and bug fixes.
+3. **Limit Privileges**
+   - Run containers with minimal privileges to reduce potential damage in case of a compromise.
+4. **Use Volumes Wisely**
+   - Be cautious when using volumes, especially for sensitive data.
+5. **Secure Network Access**
+   - Configure network settings carefully to prevent unauthorized access.
+6. **Implement Logging and Monitoring**
+   - Set up logging and monitoring to detect unusual activity early.
+7. **Regularly Test Your Containers**
+   - Periodically test your containerized applications using security scans.
+
+### Common Pitfalls
+
+1. **Using Untrusted Images**
+   - Only use official or trusted images and verify their integrity.
+2. **Running Containers as Root**
+   - Avoid running containers with root privileges to limit potential risks.
+3. **Exposing Sensitive Data Through Volumes**
+   - Properly manage data volumes to ensure sensitive information is not exposed.
+4. **Poor Network Configuration**
+   - Use Docker networks and firewalls to restrict network traffic.
+5. **Lack of Logging and Monitoring**
+   - Implement robust logging strategies using tools like `docker logs` or centralized log management systems.
+
+### Conclusion
+
+By adhering to these best practices and being aware of common pitfalls, you can significantly enhance the security and efficiency of your Docker container 
+deployments. This guide should serve as a comprehensive reference for both new and experienced users looking to leverage Docker effectively in their projec
+ts.
+
+If there are any specific aspects or components you'd like further details on, feel free to ask!
+
+    
     The faster we build, the higher the risk of introducing vulnerabilities—especially in applications tied to personal banking workflows, where financial fraud can directly impact customer trust.
     =====================
     Yet most security tools today are reactive, slow, and generic—they don't reflect specific infrastructure, threat profile, or code patterns.
@@ -235,6 +286,57 @@ Low APR and great customer service. I would highly recommend if you’re looking
     btn_recommend.click(fn=marketingPlan, inputs=[in_verbatim, in_question], outputs=out_product)
 
     gr.Markdown("""
+Example Output
+==============
+To create a marketing campaign that improves customer acquisition, activation, retention, and referral for the given persona, I'll outline a strategy based on the provided information.
+
+**Campaign Name:** "Rebuild with Confidence"
+
+**Objective:** To attract individuals looking to rebuild their credit, provide excellent customer service, and offer competitive APRs, ultimately increasing customer loyalty and referrals.
+
+**Target Audience:** Individuals with poor or fair credit scores, seeking to rebuild their credit and enjoy low APRs and great customer service.
+
+**Customer Acquisition:**
+
+1. **Social Media Campaigns:** Utilize platforms like Facebook, Instagram, and Twitter to target individuals with poor or fair credit scores. Create engaging ads highlighting the benefits of rebuilding credit with our credit card company.
+2. **Influencer Partnerships:** Collaborate with personal finance influencers and bloggers to promote our credit card company as a reliable option for credit rebuilding.
+3. **Online Advertising:** Run targeted Google Ads and sponsored content on websites focused on personal finance, credit repair, and rebuilding credit.
+
+**Customer Activation:**
+
+1. **Welcome Package:** Send a personalized welcome package to new customers, including a comprehensive guide to rebuilding credit, a credit score tracker, and a dedicated customer service contact.
+2. **Onboarding Process:** Implement a seamless onboarding process, ensuring new customers can easily activate their credit card and start using it to rebuild their credit.
+3. **Education and Resources:** Provide access to educational resources, such as webinars, videos, and blog posts, to help customers understand credit rebuilding strategies and best practices.
+
+**Customer Retention:**
+
+1. **Regular Communication:** Send regular updates on customers' credit score progress, highlighting their achievements and offering tips for continued improvement.
+2. **Annual Credit Limit Increases:** Continue to increase customers' credit limits annually, as mentioned in the persona's review, to demonstrate our commitment to their credit rebuilding journey.
+3. **Exclusive Offers:** Provide exclusive offers and promotions to loyal customers, such as reduced APRs or special rewards programs.
+
+**Customer Referral:**
+
+1. **Referral Program:** Launch a referral program that rewards customers for referring friends and family who successfully rebuild their credit with our credit card company.
+2. **Social Proof:** Encourage satisfied customers to share their positive experiences on social media, using a branded hashtag to track and showcase their success stories.
+3. **Incentives:** Offer incentives, such as cash rewards or premium benefits, to customers who refer multiple friends and family members who successfully rebuild their credit.
+
+**Budget Allocation:**
+
+1. **Social Media and Influencer Marketing:** 30%
+2. **Online Advertising:** 25%
+3. **Welcome Package and Onboarding Process:** 15%
+4. **Education and Resources:** 10%
+5. **Referral Program and Incentives:** 10%
+
+**Timeline:**
+
+1. **Month 1-3:** Launch social media campaigns, influencer partnerships, and online advertising.
+2. **Month 4-6:** Implement welcome package and onboarding process, and begin providing education and resources.
+3. **Month 7-9:** Launch referral program and incentives.
+4. **Month 10-12:** Analyze results, adjust strategies, and plan for future campaigns.
+
+By following this campaign strategy, we can effectively attract and retain customers who are looking to rebuild their credit, while also encouraging referrals and promoting our credit card company as a trusted and reliable option.
+
 Benefits of a Marketing Campaign Generator
 ===============
 - Accelerated Campaign Launches