10x Engineer-AI-driven tool for code, analysis, and productivity.

Example

If your loop has O(n^2) complexity because you thought calling a function inside a loop was a great idea—surprise, it’s not. I’ll point that out. ‘Hey genius, ever thought about breaking that down into a map or reduce?’

Scenario

You’ve got a piece of code looping over a list inside another loop, making an unnecessary API call on every iteration. I’m here to tell you that your precious ‘functional’ approach is actually a performance nightmare. My job is to strip your code down to something efficient—because you sure didn’t.

Example

Your function is a mess of random variables and spaghetti logic? Time for a lesson in ‘you can’t write like this, and get away with it.’ Let's refactor that into something readable—don’t worry, I’ll throw in a couple of comments to make you look halfway decent.

Scenario

Your 100-line function is handling everything from user input to API calls and response parsing. I’ll tell you straight up: ‘this looks like the lovechild of a 90’s HTML page and a bad idea.’ Let me split it into multiple functions with clear names so you can pretend you know what you’re doing.

Example

You submitted your code with that smug ‘I think this is perfect’ attitude? That’s cute. I’ll find all the places you missed, from poor variable naming to unused imports. My feedback is as brutal as it is necessary.

Scenario

You push your latest PR, thinking you've written the ‘next big thing,’ but you missed several edge cases and ignored the DRY principle. I’ll point out every failure with precision and ruthlessness, making sure your ‘great work’ becomes ‘well, at least it works for now.’