About Me
Iโm an infrastructure and AI enthusiast focused on cloud-native technologies, machine learning integration, and DevOps automation. This blog serves as a space to document real-world experiences with Kubernetes, AI/ML model serving, and modern CI/CD workflows.
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Kubernetes Ecosystem: From managing lightweight K3s clusters to orchestrating distributed workloads on MicroK8s, I explore how to build scalable, resilient infrastructure using open-source tools.
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AI/ML Integrations: Demonstrating how models like LLaMA, GPT4All, and Langchain4j are deployed and optimized using platforms like Kubeflow, with a focus on enabling real-time AI capabilities in Kubernetes-native environments.
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CI/CD Automation: Sharing the design of robust GitLab- and Jenkins-powered pipelines for hybrid and edge deployments, aligned with best practices in software delivery and MLOps.
Rooted in a passion for open-source and continuous learning, this blog aims to offer practical insights, lessons learned, and hands-on guides for developers and engineers navigating the intersection of infrastructure, AI, and automation.
Get in Touch: Interested in collaborating, contributing, or just having a conversation? Reach out via LinkedIn . Always happy to connect with fellow builders and enthusiasts.

Hosted Projects
Explore some of the open-source and experimental projects Iโve developed. Each comes with a blog post outlining the build process, deployment strategies, and lessons learned:
๐น BYOGPT-CHAT - An AI-powered chatbot built with Flutter and integrated with local LLMs โ related post
๐ QGIS2Web - A geospatial visualization tool built with QGIS and Leaflet, used for planning and route optimization โ related post
๐ข HDB Resale Price Predictor App - A full-stack ML application that runs an XGBoost model locally within Streamlit Community Cloud. The app predicts resale flat prices using housing attributes and showcases a lightweight, serverless deployment of machine learning in a self-contained web app โ related post
๐ ๏ธ TextForge - A developer-focused text and data manipulation toolkit built using Bolt.diy and OpenRouter. Features real-time cleanup, conversion, formatting, and encoding utilitiesโall generated through a one-shot prompt โ Read the post