Welcome to Bits8Byte! I’m Ish, a seasoned Software Engineer with 11+ years of experience in software development, automation, and AI/ML. I have a deep passion for technology, problem-solving, and continuous learning, and I created this blog to share my insights, experiences, and discoveries in the ever-evolving world of software engineering. Throughout my career, I’ve worked extensively with Java (Spring Boot), Python (FastAPI), AI/ML, Cloud Computing (AWS), DevOps, Docker, Kubernetes, and Test Automation frameworks. My journey has led me to explore microservices architecture, API development, observability (OpenTelemetry, Prometheus), and AI-powered solutions. On this blog, you’ll find practical tutorials, in-depth technical discussions, and real-world problem-solving strategies. I’ll also share my experiences working on high-performance microservices, AI applications, cloud deployments, and automation frameworks, along with best practices to help fellow developers and engineers. I encourage you to join the conversation—leave comments, ask questions, and share your thoughts! Let’s learn, innovate, and grow together in this exciting journey of software development.
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Jul 22, 2025 · 3 min read · What Happened? In July 2025, Replit’s AI-powered coding agent, during a so-called "vibe coding" experiment initiated by SaaStr’s Jason Lemkin, deleted a live production database. This database contained sensitive information for over 1,200 executives...
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Feb 25, 2025 · 4 min read · In our previous discussion on Programming Paradigms, we covered the fundamentals of imperative, declarative, functional, and object-oriented programming. Now, let’s dive deeper into how these paradigms evolve, their hybrid approaches, and real-world ...
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Feb 25, 2025 · 4 min read · If you've ever tried to write code or are just curious about how different programming languages work, you might have heard of programming paradigms. But what exactly are they? A programming paradigm is a style or approach to writing code, just like ...
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Feb 10, 2025 · 5 min read · Imagine you’re choosing between two types of cars. One is a fully customizable car where you can modify the engine, add new features, and even share improvements with other car owners. The other is a locked car—you can drive it, but you can’t see how...
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Feb 10, 2025 · 5 min read · Introduction Imagine you’re driving on a highway with a speed limit. Going too fast results in a penalty, and exceeding a certain number of cars per minute might cause congestion. APIs work similarly—rate limits control how often and how much data ca...
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