DEPA's Aadhaar-style framework for AI training is doomed to fail, critic argues

kingslyj · x · 2026-11-04

A critic argues that anyone familiar with how India's Account Aggregators actually work knows DEPA is a bad framework for users, and its push into AI will be worse. An accompanying diagram lays out the proposed DEPA-for-AI-training architecture: data providers anonymize datasets, training happens inside secure data environments (zero-trust access, differential privacy, audit logs), followed by fairness/security audits before pilot deployment.

The author says this replicates the Aadhaar playbook for AI and warns that the renewed push for "formal proofs + AI" repeats the same mistakes, predicting DEPA will fail just as Aadhaar did.

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