KafkaPro – AI-Powered Chatbot

Tech Talk

KafkaPro revolutionizes enterprise communication by combining cutting-edge NLP with real-time processing, delivering instant, context-aware responses for technical teams.
KafkaPro Chatbot interface screenshot
Project Duration: Dec 2024 – Jan 2025

🚀 Key Features

  • AI-Powered Chat: Leverages Hugging Face Transformers for natural conversations
  • Semantic Search: Sentence Transformers + Faiss for vector similarity matching
  • Real-Time Processing: PyTorch-optimized neural computations
  • Enterprise Auth: GitHub OAuth for secure repository-based insights
  • Data Visualization: NetworkX-powered relationship graphs

🛠 Technology Stack

Backend

FastAPI for high-performance RESTful APIs

AI Engine

Hugging Face + PyTorch for NLP

Database

PostgreSQL with optimized indexing

Frontend

React with real-time chat interface

Infrastructure

Dockerized microservices

Async Processing

Celery + Redis pipelines

🎯 Technical Challenges

  • Low-Latency NLP: Optimized transformer models with quantization
  • Vector Search Scale: Implemented Faiss indexing for 1M+ embeddings
  • Real-Time Sync: WebSocket-based chat with message queues
  • Enterprise Security: OAuth integration with fine-grained permissions