Teaching a grader the difference between pаypаl and paypal
7.2 relevance
Score Breakdown
technical depth 8
novelty 8
actionability 7
community 5
strategic 6
personal 7
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Clever analysis of Unicode homoglyph attacks affecting automated graders.
Summary
An engineer with 115 merged PRs fixing Unicode bugs (Misskey, Strapi, MUI) built a grader for Prime Intellect's Environments Hub that tests 72 cases across tokenization-length, encoding-injection (homoglyphs, CVE-2021-42574), and rendering-output, re-deriving answers from Python instead of storing keys. The 0.43 naive baseline vs. 1.0 correct score reveals how poorly most code handles these subtle text issues.