This technical report presents TeamLens, an optional Critsly interface for voluntarily sharing a self-reported MBTI type with a particular board, an implemented disclosure-to-aggregation workflow and an auditable technical account of its correctness boundaries, privacy limitations and scaling cost.
Accountable translation is developed as an analytic framework for making consequential changes attributable, inspectable, scoped in validation, and contestable, and extends HCI accounts of traceability and end-user debugging by locating professional authority and repair rights across heterogeneous technical and organiz...
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.
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
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