CMU TA built an AI-coded autograder for 1,200 sheets — and became its prompt injection

moarbugs · x · 2026-10-23

Shrey Tiwari, TA for CMU's undergrad software engineering course, built an autograder entirely with AI agents — writing zero code himself — that has graded 1,200 paper sheets from 89 students. Nearly all his time went into specifying what he actually wanted and how students behave. His meta-observation: asking "are you even reading this?" means a language model was the reader, and his own post is now handwritten prompt injection in the autograder's threat model. Core thesis: AI can write all the code but can't automate what nobody told it about — only the world reveals that, and deciding what to do remains the engineer's job.

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