BillGaurd: Calibrated Cross-Layer Forensic Risk Assessment of Indian Financial Documents

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Expected: Early 2027

Research & Patent AI Document Forensics Under Development

Researcher / Developer

  • Proposes a calibrated cross-layer forensic risk-assessment framework specifically designed for Indian financial documents, including GSTIN and HSN/SAC code validation.
  • Integrates multiple heterogeneous sources of evidence: pixel inconsistencies, font mismatches, PDF structural anomalies, and OCR-extracted text layers.
  • Performs arithmetic-consistent tampering detection to validate mathematical relationships, generating a dynamic forensic risk score using learned evidence fusion.

RoomIQ: Intelligent Hybrid Edge-Cloud Architecture for IoT Energy Conservation

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Expected: Late Aug 2026

Conference Paper IoT & Edge AI Abstract Accepted

Author

  • Proposes a hybrid edge-cloud architecture running INT8-quantized YOLOv8n (nano) models at 9-11 FPS on resource-constrained Raspberry Pi 4B hardware.
  • Introduces a dual-mode deployment paradigm supporting both "Privacy-First" (on-device inference only) and "Security-Integrated" configurations.
  • Implements spatial smart zoning logic, yielding a measured 31% energy reduction over PIR systems and 44% over schedule-only automation.

AnnSaarthi: Hybrid Real-Time Surplus Redistribution System

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Expected: Early Sep 2026

Patent Logistics & Distributed Systems To Be Filed

Inventor

  • Designs a 5-tier hybrid logistics escalation model (NGO Self-Pickup → Route-Coincidence → Volunteers → Commercial API → Fallback).
  • Implements an intelligent matching engine utilizing a multi-factor priority scoring algorithm (P) and a route coincidence metric (RC).
  • Introduces an escrow-based fraud detection layer with identity-masked chain-of-custody and phase-based liability allocation.