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The geography of musical affect is real and measurable, but it does not predict how happy or how individualist a population is, and any claim that it does is an ecological fallacy.
This work isolates the gap as a single structural mechanism, concealment encoding, and shows with a model-free, protocol-free analysis that Unicode's TAG block has no assigned glyph in any mainstream terminal, chat, or IDE renderer, so a payload written in it is absent from what a human reviewer sees while surviving by...
A fully reproducible pipeline is built that collects real implementations of 31 security-sensitive programming tasks, among them OAuth with PKCE, JWT verification, password hashing, and SQL access, from 9 language models and from human answers, and scores every sample with deterministic security and style detectors.
This paper systematize 39 papers published between 2023 and 2026 into 17 categories, each verified directly against its source, and concludes with a research agenda directed at the five gaps in agentic AI security.
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