Where AI Actually Speeds Up Engineering Work (And Where It Doesn't)
A plain, honest look at this by task type, not another take on whether AI will replace engineers.
Software Engineer. I build and write about real-world systems.
I work on backend systems and software architecture. I care about how systems are designed, how teams work together, and how new tools like AI fit into everyday engineering work.
I write about what I learn along the way. The goal is to share ideas that are useful no matter what you are building.
A plain, honest look at this by task type, not another take on whether AI will replace engineers.
The review habits that need to change when more of your codebase is written by AI.
Most style guides and process docs get ignored the moment things get busy. Here is what makes some of them stick.