🚀 Ananta Ultimate Backend

Quick Setup (5 Minutes)

1. Install Dependencies

cd backend
pip install -r requirements.txt

2. Install Voice (Windows)

pip install pyttsx3 speechrecognition

# For PyAudio on Windows:
pip install pipwin
pipwin install pyaudio

3. Install Best Model

# Best for your RTX 4050
ollama pull llama3:8b-instruct-q6_K

# Optional: For complex tasks
ollama pull mixtral:8x7b-instruct-v0.1-q4_K_M

4. Run

python -m app.main

✅ API running at: http://127.0.0.1:8000 ✅ Docs: http://127.0.0.1:8000/docs

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Features

• ✅ Voice interface with emotion
• ✅ Proactive assistant
• ✅ Real-time code execution
• ✅ Self-improvement
• ✅ Multi-language code generation
• ✅ Creative thinking
• ✅ Adaptive memory

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API Endpoints

Core

• POST /query - Main query
• GET /health - Health check
• GET /features - List features

Voice

• GET /voice/capabilities - Check voice
• POST /voice/speak - Make Ananta speak
• GET /voice/listen - Listen to user

Proactive

• GET /proactive/checkin - Get check-in
• POST /proactive/reminder - Add reminder
• POST /proactive/work/start - Start session

Code

• POST /code/execute - Run code
• POST /code/generate - Generate code
• POST /code/test - Test code

Memory

• GET /memory/stats - Statistics
• GET /memory/personal - Personal memory
• GET /memory/knowledge - Knowledge

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Configuration

Edit app/config.py:

# Change model
DEFAULT_MODEL = "llama3:8b-instruct-q6_K"

# Adjust personality
DEFAULT_PERSONALITY_LEVEL = 7  # 1-10

# Voice settings
VOICE_ENABLED = True
VOICE_RATE = 175

# Proactive settings
CHECKIN_FREQUENCY = 180  # minutes

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Test

# Health check
curl http://127.0.0.1:8000/health

# Query
curl -X POST http://127.0.0.1:8000/query \
  -H "Content-Type: application/json" \
  -d '{"text":"Hello Ananta!"}'

# Voice capabilities
curl http://127.0.0.1:8000/voice/capabilities

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Troubleshooting

PyAudio won't install?

pip install pipwin
pipwin install pyaudio

Voice not working?

• Check microphone permissions
• Test: python -c "import speech_recognition"

Model not found?

ollama pull llama3:8b-instruct-q6_K

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Project Structure

backend/
├── app/              # API layer
├── core/             # Core functionality
├── engines/          # AI engines
├── memory/           # Memory systems
├── intelligence/     # Self-improvement
├── features/         # Voice, proactive, executor
├── utils/            # Utilities
└── data/             # Storage

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Ready! 🎉