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My First Exposure to Machine Learning with PyTorch

2026-06-13T04:24:21+00:00

If you have ever opened a machine learning tutorial and felt like you were reading a math and statistics textbook, you are not alone. I spent months telling myself I would “get into AI eventually”, until I finally arrived at my breakthrough. This is not a textbook breakdown of deep learning theory, but rather a practical journey. This is the honest account of a computer science student learning Machine Learning with PyTorch for the first time and trying to make sense of it all. What Is Machine Learning? Before writing a single line of code, I had to understand what [...]

My First Exposure to Machine Learning with PyTorch2026-06-13T04:24:21+00:00

Developing with Cline and Claude for Seamless AI Integration

2026-06-12T11:38:45+00:00

Artificial intelligence is rapidly changing how modern developers build software. Instead of manually handling every engineering task, developers can now delegate parts of the development lifecycle to autonomous AI coding agents capable of writing code, analyzing repositories, generating infrastructure, debugging errors, and orchestrating workflows directly inside development environments. One of the most powerful combinations emerging in AI-native software engineering is Cline with Claude. Together, these tools allow developers to create autonomous development workflows capable of interacting with repositories, executing terminal commands, generating cloud infrastructure, and iterating on software systems with minimal manual intervention. This article explores how developers can technically [...]

Developing with Cline and Claude for Seamless AI Integration2026-06-12T11:38:45+00:00

Building AI Browser Agents with Browser Use and Playwright

2026-06-08T14:02:58+00:00

Artificial intelligence is changing how developers interact with the web. Traditional browser automation was originally designed around predefined scripts, rigid workflows, and predictable user actions. Developers manually wrote automation logic that followed exact selectors, buttons, and navigation sequences. While effective, these systems often broke whenever websites changed their layouts or introduced dynamic interfaces. Today, AI browser agents are making browser automation far more adaptive and intelligent. Modern frameworks such as Browser Use, Playwright, LangChain, OpenAI Agents SDK, and browser-integrated LLM systems are enabling developers to build autonomous browser agents that can understand web pages, make decisions, navigate workflows, extract information, [...]

Building AI Browser Agents with Browser Use and Playwright2026-06-08T14:02:58+00:00

The New Software Stack: AI + GitHub + Cloud

2026-06-10T13:15:23+00:00

Software development looks very different today than it did five years ago. Developers are no longer working with isolated tools and manual deployment pipelines. Instead, the modern software stack has grown into a connected ecosystem where artificial intelligence, cloud infrastructure, automated DevOps workflows, and collaborative development platforms all work together. This matters whether you are an IT professional keeping pace with industry changes or a career-changer figuring out where to focus your learning. The tools shaping software engineering right now, from AI coding assistants to cloud-native deployment platforms, are the same ones that employers are increasingly expecting engineers to know. [...]

The New Software Stack: AI + GitHub + Cloud2026-06-10T13:15:23+00:00

AI Coding Assistants Are Changing Junior Developer Learning Habits

2026-06-10T07:35:20+00:00

Human AI workflows are rapidly transforming modern software development. From generating boilerplate code to debugging cloud infrastructure configurations, AI coding assistants are becoming part of the everyday toolkit of developers around the world. For junior developers, this shift is significantly changing how programming is learned. A few years ago, beginner developers spent countless hours searching through Stack Overflow threads, reading documentation line by line, and manually debugging syntax errors. Today, many of those learning barriers are reduced through AI-assisted coding experiences. A developer can now ask an AI assistant to explain Kubernetes networking, generate a Docker Compose configuration, or debug [...]

AI Coding Assistants Are Changing Junior Developer Learning Habits2026-06-10T07:35:20+00:00

The Rise of Human + AI Workflows

2026-06-04T12:23:10+00:00

I've grown with AI during it's formative years to see how the public's perception constantly shift. AI was once framed as a threat: You vs. AI. Then it became a divide: AI-assisted users vs. non-AI-assisted users. Now, we are entering the real future of work: You + AI. The question is no longer whether AI will replace you. The question is whether you know how to work with it.   What Is a Human + AI Workflow? A Human + AI workflow is a process where AI helps with specific parts of a task, while the human remains responsible for [...]

The Rise of Human + AI Workflows2026-06-04T12:23:10+00:00

AI Security Threats with MITRE ATLAS

2026-06-04T13:47:11+00:00

Let’s be completely real: deploying generative AI and complex machine learning pipelines is incredible for innovation, but securing them is a massive headache. Strip away the industry hype, and we are left staring at a genuinely hard, probabilistic problem. It’s exactly the kind of problem that legacy security perimeters and traditional firewalls were never built to handle. You can’t just "patch" a neural network or drop a traditional signature into an IPS (Intrusion Prevention System) to stop an AI exploit. Securing these systems requires careful, sustained attention across a messy landscape of unstandardized threat vectors. It means spotting subtle, quiet [...]

AI Security Threats with MITRE ATLAS2026-06-04T13:47:11+00:00

Claude AI Recovered Lost Bitcoin

2026-06-04T13:42:01+00:00

The AI That Thinks Through Problems, Not Around Them Eleven years. Hundreds of manual attempts. Open-source recovery tools running through billions of combinations. Nothing worked. Then one user handed the problem to Claude and eight weeks later, he was staring at a $400,000 Bitcoin balance he thought was gone forever. The story of @cprkrn's recovered Bitcoin wallet became one of the most viral AI moments of 2026. Strip away the crypto angle and what you are left with is something more significant: a clear demonstration of how Claude's capabilities hold up against a genuinely hard, unstructured, real-world problem. Exactly the [...]

Claude AI Recovered Lost Bitcoin2026-06-04T13:42:01+00:00

OpenAI Codex Cheat Sheet

2026-05-23T18:45:10+00:00

What Is OpenAI Codex? OpenAI Codex is an AI-powered coding agent built on top of OpenAI's frontier models. Originally launched as a code-completion API in 2021, Codex has evolved significantly, it is no longer a simple autocomplete tool. As of 2025–2026, Codex is a full software development agent that can read your codebase, plan changes, write and edit files, run commands, review pull requests, and now even operate your computer alongside you. Codex is used by over 3 million developers weekly and is available as: A CLI (Command Line Interface) — terminal-based coding agent A Desktop App — for macOS [...]

OpenAI Codex Cheat Sheet2026-05-23T18:45:10+00:00

AWS Data and AI Journey: Building Agentic AI Systems

2026-05-25T16:14:40+00:00

Stage 5 of the AWS Data and AI Journey: Building Agentic AI Systems Building agentic AI systems is the next frontier for organizations that have already laid the groundwork with a modern data foundation, governed pipelines, and enterprise-wide generative AI. This is where agentic AI enters the picture. Generative AI systems can answer questions, summarize documents, and generate content. Agentic AI goes further by enabling systems to reason through tasks, interact with tools, make decisions, coordinate workflows, and complete multi-step objectives with limited human intervention. Instead of acting only as assistants, AI systems begin operating more like autonomous digital workers [...]

AWS Data and AI Journey: Building Agentic AI Systems2026-05-25T16:14:40+00:00

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