Instead of writing everything from scratch, I find myself orchestrating multiple AI agents. Each one handles a specific part of the workflow. Code generation, debugging, documentation, testing. I am not replacing engineering effort. I am… Work today feels less like building and more like operating a system
There’s a difference most engineers miss. AI is a multiplier, not a replacement. If your thinking is weak, AI amplifies noise.If your thinking is strong, AI accelerates clarity. I treat AI like an engineer with… I use AI in almost everything I do. But I don’t rely on it
Everything I ship is AI-assisted. Not autocomplete. Not snippets. Full workflows. At first, it felt uncomfortable. Like I was skipping something important. But the constraint in software engineering was never typing speed. It was clarity… I haven’t written a single line of code by myself since April 2025
There are two layers: CLAUDE.md and Skills. They look similar. Both use markdown. Both influence behavior.But they solve different problems. CLAUDE.md is context. It defines how Claude should behave inside a project: This improves consistency,… Most engineers are trying to fix AI with better prompts. The Claude docs point to a different approach
Most teams still write code first and specifications later. That worked when systems were smaller and requirements were simple. It breaks down quickly when software becomes distributed, AI-assisted, and product-driven. A spec-driven workflow flips the… Spec-driven development is quietly becoming one of the most powerful workflows in modern engineering
They try to do everything in one step. A single prompt.A single response.And we expect perfect results. In reality, this approach is slow, brittle, and error prone. The model has to reason, decide, and produce… Most simple AI agents fail for one reason.
Back then, when building products, everything was clear in my head. The requirements. The vision. The architecture. I knew what to build and exactly where it should live in the system. And I kept wondering:… Three years ago, I had a simple thought. Today, it is a reality
But we still version control only the output, not the reasoning Entire.io is addressing that gap Their open source CLI, Entire, integrates with Git and captures full AI agent sessions alongside commits. These records, called… AI is generating more code than ever
LLMs are being integrated into products and internal systems at unprecedented speed. Security is often treated as secondary. An LLM is not just another dependency.It is an execution surface. Integrating an LLM introduces a probabilistic… Security Considerations When Integrating LLMs
AI has compressed the time it takes to translate ideas into working code. That advantage is now table stakes. What still cannot be automated is product thinking. In an AI driven lifecycle, engineers are expected… The software engineering lifecycle has shifted, and code is no longer the hardest part