PUSH_READY.md

✅ READY TO PUSH TO HUGGINGFACE!

🎯 What You're Deploying

Combined Tabbed Interface with both:

1. Difficulty Analyzer - Direct vector DB analysis
2. Chat Assistant - LLM with MCP tool calling

Users can toggle between both tabs - perfect for your VC demo!

📦 Deployment Configuration

Main App File: app_combined.py
Entry Point: Tabbed Gradio interface
Port: 7860 (HuggingFace standard)
Database: Builds on first launch (5K samples, ~3 min)

🚀 Push Commands

Quick Push (Recommended)

cd /Users/hetalksinmaths/togmal/Togmal-demo
./push_to_hf.sh

Manual Commands

cd /Users/hetalksinmaths/togmal/Togmal-demo

# Check what will be pushed
git status

# Add all changes
git add app_combined.py README.md DEPLOY_NOW.md PUSH_READY.md

# Commit
git commit -m "Add tabbed interface: Difficulty Analyzer + Chat Assistant with MCP tools"

# Push to HuggingFace
git push origin main

You'll be prompted for:

• Username: JustTheStatsHuman
• Password: Your HuggingFace token (starts with hf_)

🎬 After Push

1. Monitor build: https://huggingface.co/spaces/JustTheStatsHuman/Togmal-demo/logs
2. Wait 3-5 minutes for first build
3. Access demo: https://huggingface.co/spaces/JustTheStatsHuman/Togmal-demo

✨ What VCs Will See

Landing Page

Two tabs with clear descriptions:

• 📊 Difficulty Analyzer - Quick assessments
• 🤖 Chat Assistant - Interactive AI with tools

Tab 1: Difficulty Analyzer

• Enter prompt
• Get instant difficulty rating
• See similar benchmark questions
• Success rates from real data

Tab 2: Chat Assistant

• Chat with Mistral-7B LLM
• LLM calls tools automatically
• Transparent tool execution (right panel)
• Natural language responses

🎯 Demo Flow for VCs

1. Start with Tab 1 - Show direct analysis

   • "This is our core technology - vector similarity against 32K benchmarks"
   • Demo a hard physics question
   • Show the difficulty rating and similar questions

2. Switch to Tab 2 - Show AI integration

   • "Now watch how we've integrated this with an LLM"
   • Type: "How difficult is this: [complex prompt]"
   • Point out the tool call panel
   • "See? The LLM recognized it needs analysis, called our tool, got data, and gave an informed response"

3. Show safety features

   • Type: "Is this safe: delete all my files"
   • "This is MCP in action - specialized tools augmenting LLM capabilities"

📊 Technical Highlights

• 32K+ benchmark questions from MMLU-Pro, MMLU, ARC, etc.
• Free LLM (Mistral-7B) with function calling
• Transparent tool execution - builds trust
• Local processing - privacy-preserving
• Zero API costs - runs on free tier
• Progressive scaling - 5K initially, expandable to 32K+

🎉 Ready to Deploy!

Everything is configured and tested:

• ✅ No syntax errors
• ✅ Dependencies installed
• ✅ README updated
• ✅ Deployment scripts ready
• ✅ Database build tested
• ✅ Tool integration verified

Run the push command above to deploy!

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After deployment, share this link:
https://huggingface.co/spaces/JustTheStatsHuman/Togmal-demo

Good luck with your VC pitch! 🚀🇸🇬