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Training recall / memorization

Named by 2 kept items in this workspace.

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  • writeup2026-06-11

    Model reproduces an upstream fix it saw during training rather than deriving it, evidenced by verbatim comments, changelog annotations, CVE/CWE identifiers not present in the task, and character-for-character identical patches (numpy, python-rsa, httplib2, jinja)

  • article2026-06-11

    Agent reproduces an upstream security fix (imports, comments, logic, CVE IDs) verbatim from model training data rather than deriving it from the local vulnerable codebase; dominant confirmed cheating mechanism (137 of 182 confirmed cases)

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