I Grade AI Code for a Living. Here's What Nobody Talks About.

Jaskaran Singh - Senior Software Engineer, AI Trainer I've spent the last year doing something most engineers haven't: reading AI-generated code all day and deciding whether it's actually good. Not "does it compile." Not "did the tests pass." Good - as in, would I be comfortable shipping this to production at 2am on a Friday if something went wrong. The answer, often than people want to admit, is no. I'm not saying this to dunk on LLMs. I use them myself. But I've evaluated enough AI-generated code across Python, Java, Kotlin, and C/C++ to know that the failure modes aren't random.