What Is Context Engineering and How to Apply It in Real Systems
An AI code assistant generates a function to handle user uploads. The code looks correct, compiles, and passes all tests.…
An AI code assistant generates a function to handle user uploads. The code looks correct, compiles, and passes all tests.…
You receive a pull request coming from an AI. The code looks clean, follows the prompt, and all unit tests…
Shipping a large change to a production system with a big user base creates a very familiar kind of stress.…
At a certain stage of growth, the codebase stops making intuitive sense. Logic that used to be simple becomes spread…
A new feature request lands, and you realize it has to touch the old permissions module. The project planning meeting…
The first time you see an AI comment on a pull request, the feedback loop stands out. A full review…
The repository structure that works for a two-person startup almost never works for a fifty-person engineering team. What starts as…
Introduction This post is for you if you want to build an internal code review tool for your team and…
Who hasn’t been there? You open a file to fix a simple bug and run into a block of tangled…