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knand4930/README.md

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About

I'm a Full Stack + AI Systems Engineer specializing in high-performance backend architecture, distributed data systems, and production-grade AI/ML integration. I build systems designed to operate at scale — from LLM-powered applications to Kafka-driven pipelines processing billions of records.

My work spans the full engineering stack: secure REST APIs, real-time event systems, cloud-native infrastructure, and intelligent document processing. I contribute to open source and maintain published PyPI packages actively used in production.

Currently building NCode — a privacy-first AI code editor with local (Ollama) + cloud LLM support, built with Rust, Tauri, React, and Python.


Core Competencies

Backend Engineering      ████████████████████  Django · FastAPI · Microservices · REST APIs
AI / ML Systems          ███████████████████░  RAG · LLM Integration · BERT · XGBoost · DNN
Distributed Systems      ██████████████████░░  Kafka · RabbitMQ · WebSockets · Async Python
Database Engineering     ████████████████████  PostgreSQL · pgvector · SQLAlchemy · Redis
DevOps & Cloud           ██████████████████░░  Kubernetes · Docker · AWS · GCP · Terraform
Security & Auth          ███████████████████░  JWT · OAuth2 · CSRF · RBAC · Custom Tokens
Data Pipelines           ██████████████████░░  ETL · Web Crawling · PDF · NLP Extraction

Tech Stack

Languages

Python JavaScript TypeScript Rust SQL Bash

Backend & API

Django FastAPI gRPC Alembic

Frontend

React Next.js Bootstrap Tauri

Databases & Search

PostgreSQL Redis SQLAlchemy pgvector

AI / ML

Hugging Face scikit-learn XGBoost Ollama LangChain

Messaging & Real-Time

Apache Kafka RabbitMQ WebSockets

Cloud & Infrastructure

AWS GCP Azure Oracle Cloud Kubernetes Docker Terraform Jenkins ArgoCD Traefik AWS S3

Security & Testing

JWT OAuth2 Pytest Selenium


GitHub Statistics


Featured Projects

NCode — Privacy-First AI Code Editor

A cross-platform desktop IDE combining a VS Code-like editing experience with a fully integrated AI assistant. Runs entirely offline with local LLMs via Ollama, or optionally connects to cloud providers. Code never leaves your machine unless you choose.

Rust Tauri React TypeScript Python Release

Feature Detail
Editor Monaco (VS Code engine) · multi-tab · file explorer · integrated terminal
AI Modes Chat · Think · Agent · Bug Hunt · Architect
LLM Providers Ollama · OpenAI · Anthropic · Groq · AirLLM · vLLM
Advanced AI RAG over codebase · diff preview · change history with rollback
Platforms Linux · macOS · Windows

Production-ready modular authentication system — JWT, OAuth2, custom middleware, Alembic migrations, PostgreSQL.

FastAPI PostgreSQL JWT Alembic


Django extension for complete authenticated user activity logging — pluggable, customizable, and published on PyPI.

Django PyPI


PyPI Package

A secure, pluggable activity logging system for Django applications. Tracks every authenticated user action with full request/response lifecycle visibility and JWT-based identity handling.

pip install django-activitylog-jwt
# settings.py
INSTALLED_APPS    = [..., 'activitylog']
MIDDLEWARE        = [..., 'activitylog.middleware.ActivityLogMiddleware']

What it provides:

  • Request/response lifecycle tracking across all authenticated endpoints
  • Per-user activity audit logs with timestamps and metadata
  • JWT-based user identity extraction without additional dependencies
  • Configurable log storage, filtering, and retention per project

Systems Built

A selection of production systems demonstrating cross-domain engineering depth:

Domain System Highlights
🏠 Real Estate Property Search Chatbot Geo-based recommendations, conversational AI, pgvector similarity search
📈 Finance Trading Dashboard Real-time Forex/crypto/stocks, Kafka streams, WebSocket push updates
🔍 SEO Analytics Platform SEMrush-style crawling, Google Search Console & Analytics APIs, competitor analysis
🤖 AI RAG Chatbot over SQL Text + media retrieval, LLM-powered Q&A over structured databases
📋 HR Task & Attendance System Role-based access, workforce scheduling, bulk data reporting
📡 Monitoring Domain Health Tracker DNS, SSL, uptime monitoring; async Python; alerting pipelines

AI & ML Capabilities

Models & Techniques

  • RAG (Retrieval-Augmented Generation) — production pipelines over SQL and document stores
  • BERT — semantic search, document classification, NLP feature extraction
  • XGBoost — tabular prediction, anomaly detection, feature engineering
  • Deep Neural Networks — regression and multi-class classification pipelines
  • KNN — similarity-based recommendation systems
  • pgvector — vector similarity search directly on PostgreSQL
  • Hugging Face — model loading, inference, fine-tuning workflows
  • LLM Integration — OpenAI, Anthropic, Groq, Ollama (local inference)

Data at Scale

  • Designed systems handling millions to billions of records
  • Cursor-based and keyset pagination for large dataset traversal
  • Kafka-backed distributed scraping and ingestion pipelines
  • ETL pipelines with preprocessing, validation, and structured loading

Architecture Principles

These aren't just tools — they're how I approach every system:

  • Scalability by default — systems designed to grow, not retrofitted
  • API-first design — clean contracts before implementation
  • Security in layers — custom auth, CSRF protection, RBAC, activity auditing
  • Async-first where it mattersasyncio, asyncpg, async SQLAlchemy
  • Minimal external dependencies — build for control and longevity
  • Cross-stack integration — React + FastAPI + ML + Kafka + Kubernetes as one cohesive system

Education

Bachelor of Science — Magadh University, Bihar, India


Recognition

🏔️ Arctic Code Vault Contributor 📦 Active PyPI Maintainer 📁 87+ Public Repositories ⭐ Open Source Contributor

Get In Touch

LinkedIn    PyPI    GitHub


"Code with purpose, scale with precision, and automate everything."

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  1. django-activitylog-jwt django-activitylog-jwt Public

    Python 2