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Zenodo (CERN European Organization for Nuclear Research)· 2026

Shakti: A Trauma-Informed Trilingual Women's Safety AI with Neuromorphic Affective Arbitration — Architecture, Dataset Design, and Training Methodology

Venkatesh Swaminathan

Short summary

Shakti, a women's safety AI for India, has had its claims revised: threat detection is limited to Latin script substring matching, rendering it ineffective for Indian languages; its evaluation was based on only two prompts without clinical validation; and a tier escalation mechanism lacks de-escalation.

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Field: Cognitive Neuroscience

Cognitive NeuroscienceNeuroscience