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100 +
papers and analyses
18 +
academic citations
7 +
countries citing
2007
publishing since
Published on Zenodo and ResearchGate · covered by Economic Times, BusinessWorld, EFE see the full record →
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Research Paper · 2026

Decoupling Intelligence from Identity: A Zero-Trust Architecture for Enterprise LLM Sovereignty

A zero-trust hybrid middleware architecture for enterprise LLM deployment that decouples reasoning from identity through Reversible Semantic Masking (CPAP), cost-performance routing with automated failover, and a self-updating AI Ledger that accumulates operational constraints to mitigate API drift.

Developed by Nitin Lodha and the Chitrangana AI Research Group from active deployments between October 2025 and July 2026. The architecture preserves mathematical topology on masked data, routes queries across tiered models with circuit-breaking, and maintains model-agnostic operational intelligence through human-in-the-loop instruction consolidation. Includes open-source benchmark suite and composite operational evaluation.

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Press & media

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National and international business media featuring our commentary and market insight on Indian ecommerce.

In the press Published
WealthBriefing

Taking A Closer Look At India's E-Commerce Sector

WealthBriefing feature analysing India's growing e-commerce sector and investment landscape.

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Latest coverage

The Economic TimesNiche online portals find India, with 100 million elderly, a good market
BusinessWorldQuick Commerce: The Instant Karma Of Indian Shopping
WealthBriefingTaking A Closer Look At India's E-Commerce Sector
Expansión (EFE)Números rojos para conquistar el gigante comercio electrónico indio
elEconomista (EFE)Números rojos para conquistar el comercio electrónico en India
NewswireIndia's eCommerce Growth Will Be Stronger in 2015, Surged by Mobile Internet
InventivaSpeed Thrills But Kills: Hope Zepto Doesn't Become Another Webvan!
The Economic TimesNiche online portals find India, with 100 million elderly, a good market
BusinessWorldQuick Commerce: The Instant Karma Of Indian Shopping
WealthBriefingTaking A Closer Look At India's E-Commerce Sector
Expansión (EFE)Números rojos para conquistar el gigante comercio electrónico indio
elEconomista (EFE)Números rojos para conquistar el comercio electrónico en India
NewswireIndia's eCommerce Growth Will Be Stronger in 2015, Surged by Mobile Internet
InventivaSpeed Thrills But Kills: Hope Zepto Doesn't Become Another Webvan!
Featured inThe Economic TimesBusinessWorldWealthBriefingExpansiónelEconomistaNewswireInventiva
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