Testing Claude Sonnet 4.5, GPT-5 Codex, and Grok Code Fast 1 in Cursor: Which model fits best for development?

It has only been a few days since Anthropic announced their new model Claude Sonnet 4.5, and I wanted to see for myself if the hype matches reality. Instead of reading benchmarks, I opened Cursor and ran some coding tests to feel it as an end user. My goal with this test wasn’t to cover … Continue reading Testing Claude Sonnet 4.5, GPT-5 Codex, and Grok Code Fast 1 in Cursor: Which model fits best for development?

The real stages of Engineering Experience

This question came up in a chat with my team: “How do you think about different levels of experience?”. It led to a great discussion, and I think this perspective is worth sharing more widely.In software engineering, experience isn’t just about how many years you’ve been in the game. I talked a bit about this … Continue reading The real stages of Engineering Experience

The quite power of Pattern Matching

There’s something quietly shaping the way we work every day, but we rarely talk about it. It’s not a tool, a process, or a framework. It’s pattern matching. In programming, pattern matching is common in functional programming. It’s a clean and expressive way to work with data. Instead of writing a dozen nested if statements, … Continue reading The quite power of Pattern Matching

Why does MCP matter? A Deep Dive for Engineers

Everyone's talking about MCP (Model Context Protocol) and how it's supercharging workflows in tools like Claude Desktop, Cursor, and other desktop apps. And yeah, the integrations with desktop environments are cool. But honestly, MCP is way more than just these integrations for desktop applications. You’ve probably seen folks compare MCP to USB-C for AI. It’s … Continue reading Why does MCP matter? A Deep Dive for Engineers

The Turning Point in AI

Artificial Intelligence (AI) has been evolving for decades, but we’ve now hit an inflection point where AI is moving from research labs into everyday tools, and everyone now talks about AI. Just as electricity transformed every industry a century ago, AI is in a position to have a similar sweeping impact. In particular, the emergence … Continue reading The Turning Point in AI

What I learned using CursorAI every day as an Engineer

CursorAI is an AI-powered code editor (built on VS Code) that integrates a large language model (LLM) directly into your development workflow. Instead of just autocompleting code, Cursor can predict multi-line edits, apply changes across your codebase, and even answer questions about your code. I have shared that if you use AI effectively, it will … Continue reading What I learned using CursorAI every day as an Engineer

How much faster can AI actually make your team?

As a leader, you've probably asked yourself: "With AI becoming better at coding, how much time could my team realistically save? Could we speed up development by three or even ten times?" Let's explore this thoughtfully, understanding exactly where AI adds value and where human intuition remains important. The insights shared here are based purely … Continue reading How much faster can AI actually make your team?