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Built an AI-powered Business Intelligence Assistant that converts natural language questions into SQL queries using Google Gemini API. Integrated MySQL to execute queries and retrieve business data, then generated automated insights and visualized results using Matplotlib.
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Lost 2 days building a complex n8n workflow. Here's what I learned.✌️
The project: A 12-node AI Receptionist automation for a luxury resort in Bangladesh. Multi-channel (WhatsApp, Telegram, Voice), 9 Google Sheets, Gemini API, payment automation, customer CRM.
What went wrong: Added a new voice integration node. Accidentally deleted the entire workflow.
Why it happened:
No JSON exports after milestones
No version control (Git)
Testing changes LIVE on production workflow
No documentation
Building locally with zero redundancy
The fix (now implemented):
✅ JSON backups after every 2-3 nodes
✅ GitHub versioning
✅ Clone workflows for testing
✅ Modular design
✅ Complete documentation
For automation professionals: You're not just builders—you're engineers.
Treat workflows like software:
Documentation
Version control
Backup strategy
Modular testing
Client delays = lost revenue + credibility damage.
Make the systems bulletproof.
How do you prevent data loss in your automation builds? 👇
#n8n #Automation #WorkflowAutomation #NoCode #LessonsLearned #make #AIAutomation #DataAnalyst #MachineLearning
I'd try restoring one of those JSON backups into a cloned workflow before the next handoff. That way you know it can actually get you running again.
Excel Data Entry & Financial Records
I provide accurate and organized Excel data entry and financial record management services.
✅ Excel data entry
✅ Financial records
✅ Data organization
✅ Expense & income tracking
✅ Basic reporting
If you need clean and organized financial data, feel free to contact me.
The Little Light is an original 3D animated short about a tiny lantern keeper who spends each night guiding others through a dark world—until his own light goes out.
I developed the concept, character design, visual direction, scene composition, AI-generated animation, editing, pacing, lighting, and sound design. I created a consistent character and cinematic world across the story, focusing on emotional storytelling and a clear message about kindness and hope.
My contribution: Concept Development · Character Design · AI Video Generation · Visual Direction · Editing · Motion · Sound Design · Final Delivery
GOOD