Dashboard Structural Analysis anonym.plus SD2 IRREVERSIBILITY Case Study
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anonym.plus SD2 IRREVERSIBILITY
Case Study 12 of 30

Balancing AI Innovation and Privacy: A Study of Facial Recognition Technologies under the DPDPA

Jayesh Rangari · Revista Review Index Journal of Multidisciplinary (2025-03-31)

Research Source

Balancing AI Innovation and Privacy: A Study of Facial Recognition Technologies under the DPDPA
Jayesh Rangari · Revista Review Index Journal of Multidisciplinary · 2025-03-31 · Source: openaire

The use of artificial intelligence facial recognition technologies poses qualitative challenges to privacy and data protection law, mainly for India’s Digital Personal Data Protection Act (DPDPA).

Executive Summary

This research paper examines a critical privacy challenge related to IRREVERSIBILITY — once pii propagates, it cannot be un-propagated.

anonym.plus addresses this through 100% local processing with AES-256-GCM encrypted vault — PII processed and stored locally, never touching any external server.

Root Cause: SD2 — IRREVERSIBILITY

Once PII propagates, it cannot be un-propagated. The arrow of data only points one direction. PII exposure is a one-way function with no inverse.

Irreducible truth: Information entropy only increases. You cannot recall a broadcast signal. You cannot un-train a neural network. You cannot selectively erase a backup tape. Every deletion mechanism is an approximation — and the original exposure persists.

The Solution: How anonym.plus Addresses This

Detection Capabilities

anonym.plus identifies 200+ entity types including personally identifiable records, database field names, system identifiers. The local Presidio 2.2.357 + spaCy 3.8.11 architecture uses Presidio 2.2.357 deterministic recognizers with 121 built-in presets for structured identifiers and spaCy 3.8.11 with 23 language models, all running locally via FastAPI sidecar for contextual references.

Anonymization Methods

Redact is recommended for this pain point: anonymizing data before it enters any storage system prevents the backup persistence problem at its source. Replace provides an alternative — substituting PII with anonymized alternatives before storage ensures backups contain no personal data. For scenarios requiring reversibility, Encrypt (AES-256-GCM) enables authorized recovery of original values.

Architecture & Deployment

Zero cloud dependency after activation. Ed25519 machine-bound licensing requires only initial activation — subsequent operations are completely offline. All processing stays local.

Compliance Mapping

This pain point intersects with GDPR Article 17 right to erasure, Article 5(1)(e) storage limitation.

anonym.plus’s GDPR (data never leaves device), HIPAA (local processing) compliance coverage, combined with 100% local — data never leaves device hosting, provides documented technical measures organizations can reference in their compliance documentation and regulatory submissions.

Product Specifications

SpecificationValue
App Versionv8.10.5
Entity Types200+ built-in, up to 50 custom
Detection EnginePresidio 2.2.357 + spaCy 3.8.11 (23 models)
Languages48 UI, 23 NLP models
Document FormatsPDF, DOCX, XLSX, TXT, CSV, JSON, XML + Image OCR
Anonymization MethodsReplace, Redact, Mask, Hash (SHA-256/512/MD5), Encrypt (AES-256-GCM)
ArchitectureTauri 2.x (Rust + React) + FastAPI sidecar (~370 MB)
PlatformsWin/Mac/Linux
LicensingEd25519 signed, machine-fingerprinted, max 5 machines
Processing100% local — data never leaves device
ComplianceGDPR, HIPAA (data residency guaranteed by local processing)
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