Cogniscope: A Synthetic Longitudinal Benchmark and Browser-Based Evaluation Framework for Early-Risk Cognitive AI Systems. - Mahfuza Farooque; Ananya Drishti; Mukhil Muruganantham Prakaash; Uttkarsh Agarwal; Zahra Abdul Basit; Asish Kondragunta (CoRR, 2026)