Projects

A comprehensive collection of work in network automation, cloud infrastructure, security, and research.

All Research Industry Explorations

AWS HPC ML Fabric Network Automation

Production-ready MVP for automated ML fabric rack decommission. Delivered end-to-end automation project reducing manual decommission time by 70% (7+ hrs to 2 hrs per rack). Integrated AWS HPC network fabric concepts with cloud services utilizing 7+ AWS proprietary tools.

Link · AWS ML 10p10u Network Fabric

AI Network Assistant

AI-powered network automation using Gemini and Model Context Protocol. Chat-driven network management for Arista devices in ContainerLab. Integrates Gemini AI, MCP, pyATS, and Terraform for unified network and cloud automation through natural language.

GitHub · Live Demo

LLM-Assisted Container Security Analysis

AI-powered DevSecOps vulnerability analysis framework. Integrates SAST tools (Trivy, Grype) with LLM to detect CVEs in container images, providing context-rich insights and actionable remediation for efficient vulnerability management.

GitHub · Docs

"2DSCP" 2D Cutting Stock Problem

RL for Unique 2D Cutting Stock Problems. This project explores the latest advancements in artificial intelligence, focusing on the intersection of machine learning algorithms and reinforcement learning techniques.

View Preprint

LLMs Comparative Analysis

Enhancing Agile Development: A Comparative Analysis of LLMs for User Story Generation. A comprehensive comparison of various Large Language Models, evaluating their performance, capabilities, and limitations across different tasks and domains.

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BCRVS: Blockchain-Based Voting System

Multi-region distributed blockchain network on AWS. Deployed Hyperledger Fabric network across 3 AWS regions, 9 AZs with Go smart contracts, PKI cryptography, and comprehensive monitoring. Research paper under review (ACNS 2026 #174).

GitHub · Paper

AWS Multi-Region VPC Network with Terraform

Infrastructure as Code for scalable multi-region AWS architecture. Automated deployment of VPC peering across 3 regions with 9 EC2 instances. Demonstrates IaC best practices, network segmentation, and inter-region connectivity using Terraform.

GitHub · Article

Kubernetes Voting Application

Microservices architecture with container orchestration. Distributed voting app deployed on Kubernetes with Python Flask, Node.js, Redis, and PostgreSQL. Demonstrates K8s deployment, service discovery, and stateful workload management.

GitHub · Setup Guide

ISP FTTx Network Planning and Deployment

Nationwide ISP FTTx network deployment with EVC model. Improved internet user adoption by 30% through nationwide deployment. Engineered and automated L2VPN enterprise service configuration (IPv4/v6, MPLS, BGP) for OLTs, routers, and firewalls.

Huawei CGNet

Network Management

NCE-T & DWDM Deployment

POC Test and NCE-T Network Management Server Deployment

Taishan 200 Server configuration and disaster recovery deployment. Comprehensive network management solution involving Taishan 200 (Model 2280) Server OS configuration on Euler OS, core network interconnection, disaster recovery site deployment, and DWDM node NMS services migration to NCE Cloud Platform with 400G POC testing.

View Documentation · View Architecture

IPRAN Migration

150+ Sites Network Architecture

Axiata IPRAN/IPCore Migration Project

High-level designing and service migration for 150+ sites in HoVPN IPRAN network. Comprehensive network migration involving high-level design (HLD), device role changes, and service migration to aggregation nodes. Implemented region-wise Spoke/Hub model for link reliability with MP-BGP/MPLS RSVP-TE 3-layer network architecture.

View PDF · View Architecture