Hello, I'm Maneshwar. I'm building git-lrc, a Micro AI code reviewer that runs on every commit. It is free and source-available on Github. Star git-lrc to help devs discover the project. Do give it a try and share your feedback.

Part 1 of a series. This one is the map of context engineering. Future posts are the territory.

There's a moment every developer hits with LLMs.

You write the perfect prompt. Crisp instructions. A nice persona. Maybe a "think step by step" sprinkled on top like seasoning. And the model... gives you something almost right but confidently wrong.

So you tweak a word. Then another. You add "IMPORTANT:" in all caps because surely that'll do it.