Author

Rana Muhammad Ahmed

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Review Aug 2026

Labels Are Not Endpoints: Treatment Leakage and Construct Validity in MCP Agent Security Evaluation

A campaign-bounded measurement audit, not a population attack-rate, model-ranking, defense-efficacy, or causal estimate, of a preserved campaign, which audit a preserved campaign by tracing 10,200 execution rows to 180 model-bound requests, 45 semantic requests, and 15 observable stimuli.

Rana Muhammad Ahmed, Sabahat Abbas · 0 citations

#software testing Preprint Aug 2026

CropCop: An Auditable 120-Class Plant-Health Model from Benchmark Reconstruction to a Quantised Runtime Artifact

This work presents CropCop, a closed-set recognition system spanning 120 operational plant-health classes and an evidence chain from corpus reconstruction to direct execution of the final quantised artifact that establishes strong leakage-controlled internal recognition and software-runtime fidelity.

Rana Muhammad Ahmed, Sabahat Abbas · 0 citations