Ship It: From Code to Kubernetes in One Git Push

 

Ship It: From Code to Kubernetes in One Git Push

In modern software development, writing code is only one part of the journey. The real challenge begins when you need to test it, package it, deploy it, monitor it, and make sure it stays reliable under real usage. That is exactly what a DevOps workflow is designed to solve. In this project, the complete process has been demonstrated in a practical and production-style way, starting from a developer’s first commit and ending with a live Kubernetes deployment that is monitored in real time. What makes this especially impressive is that the entire setup runs locally on a laptop, uses free tools, and does not require any cloud expense.

AI Retrieval System RAG_Implementation Project

 

RAG (Retrieval-Augmented Generation) Implementation Using Google Gemini & FAISS

RAG (Retrieval-Augmented Generation) is one of the most important concepts in modern AI applications. It combines:

• Retrieval systems (searching relevant information)

• Large Language Models (LLMs) (generating intelligent responses)

Instead of depending only on the LLM’s training knowledge, RAG allows the AI to search custom documents and answer questions from them.

Your project uses:

• LangChain

• Google Gemini API

• HuggingFace Embeddings

• FAISS Vector Database

to create a simple RAG chatbot inside Google Colab.

Understanding the Agentic Capabilities of Gemini 3 Pro

If you thought the jump from Gemini 1.5 to 2.5 was significant, Google’s latest release might just redefine your expectations entirely. Officially dropped on *November 18, 2025, **Gemini 3 Pro* isn't just a "smarter chatbot"—it is an active partner designed to stop talking and start doing.

From coding interfaces on the fly to cutting out the excessive polite waffle we’ve grown used to, here is everything you need to know about Google’s most aggressive AI update yet.

How to Use Your Android Mobille From Ubuntu Wirelessly Using Scrcpy

 Today, controlling your entire mobile phone directly from your Linux desktop is easier than ever. Whether you want to reply to messages faster, manage apps, or use your phone’s screen inside Ubuntu, scrcpy is one of the fastest and most reliable tools to do it.

How to Add ChatGPT, Microsoft Copilot & Perplexity AI to WhatsApp

Artificial Intelligence tools like ChatGPT, Microsoft Copilot, and Perplexity AI have become extremely popular, helping users with instant answers, writing assistance, and productivity tasks. The good news is that you can now use these AI chat assistants directly on WhatsApp in India by simply saving their official numbers and starting a chat. Below is a simple guide to add them and use them safely.

ChatGPT Go Is Now Free for One Year in India

 OpenAI has announced a special offer for Indian users: its popular ChatGPT Go plan will be available free for one year, giving everyone access to premium AI tools without paying a single rupee.

This initiative makes India the first country to receive a full-year complimentary upgrade, signaling OpenAI’s growing commitment to its fast-expanding user base in the region.

How to Convert VLC generated video screenshots into a Single PDF on Ubuntu

 Have you ever captured multiple screenshots from a video — maybe a tutorial, lecture, or online course — and wanted to combine them into one organized PDF?

In this guide, you’ll learn how to easily convert your VLC Media Player screenshots into a single, well-ordered PDF file using a simple command-line tool on Ubuntu.

This method is fast, reliable, and keeps your image quality intact — perfect for study notes, presentations, or archiving your learning material.