Author

Nizam Kadir

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Preprint Aug 2026

Auditable Release Control for Pedagogical Leakage in LLM Tutors

These results establish an auditable release boundary and failure attribution under declared contracts, not universal semantic safety or learning gains, not universal semantic safety or learning gains.

Nizam Kadir · 0 citations

Preprint Aug 2026

EduPluginBench: Executable Assurance for AI-Generated Educational Plugins

E EduPluginBench is introduced, an executable benchmark and staged admission method for generated plugins in governed software ecosystems that retains protocols, public-source provenance, raw generations, row-level decisions, audits, analysis code, and reproduction instructions.

Nizam Kadir · 0 citations