Thought Leadership & Research

Ideas for the Future of Public Infrastructure

Perspectives on public-space strategy, DPR preparation, offline artificial intelligence, digital heritage, and destination development.

What a Complete Museum DPR Should Contain
Museums & DPR 10 min read

What a Complete Museum DPR Should Contain

A comprehensive Detailed Project Report (DPR) for a museum must extend beyond civil construction to include curatorial planning, visitor circulation, digital heritage, and a 10-year hardware/software maintainability matrix.

Mithun Pangal Read Article →
Offline AI for Government and Public Environments
Artificial Intelligence 9 min read

Offline AI for Government and Public Environments

Deploying secure on-premises LLM and SLM models with Retrieval-Augmented Generation (RAG) for public kiosks and government knowledge systems where privacy, zero latency, and zero hallucination are non-negotiable.

Sumanth Shetty Read Article →
What Will Heritage Look Like in the Age of AI?
Published Research Paper 12 min read / PDF Paper

What Will Heritage Look Like in the Age of AI?

A published research paper examining how artificial intelligence redefines museums by capturing intangible cultural heritage, oral traditions, community memories, and interactive visitor experiences.

Mithun Pangal & Azfar Ahmad Read Article →