Laxmi Mata
Bhagwan Tirupati
COGNREXA KNOWLEDGE

Knowledge Without Boundaries

Knowledge is the foundation of research, innovation and institutional progress. Cognrexa’s Knowledge ecosystem organises research findings, preserves institutional information, supports interdisciplinary collaboration and facilitates access to approved scientific, technological and professional resources.

KNOWLEDGE ARCHITECTURE

Discovery connected to evidence.

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Research Knowledge

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Documents

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Publications

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News & Updates

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Resources

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Knowledge Search

POPULAR RESEARCH DOMAINS

Explore connected disciplines.

LATEST APPROVED RECORDS

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Knowledge

What Explainability Actually Requires in Public-Sector AI

A plain-language look at what "explainable AI" needs to mean when the decisions affect real people.

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Knowledge

A Primer on Regulatory Sandboxes for AI

How regulatory sandboxes work, and why they matter for responsible AI oversight.

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Publication

Explainability Requirements for Public-Sector AI: A Framework

We propose a tiered framework for explainability requirements in public-sector AI deployments, calibrated to decision stakes and affected-population size.

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Publication

Coastal Infrastructure Under Sea-Level Rise: A Modelling Approach

A computational modelling approach to assessing coastal infrastructure resilience under projected sea-level rise scenarios through 2075.

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Publication

Annual Research Report 2025

A summary of research activity, publications and outcomes across all Cognrexa divisions for the 2025 calendar year.

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Publication

Working Paper: Regulatory Sandboxes for AI Oversight

A working paper surveying regulatory sandbox models for AI oversight across five jurisdictions, with recommendations for a Cognrexa-supported pilot.

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Research

Responsible Decision Support in Public AI Systems

This project examines frameworks for deploying AI-based decision support in public sector settings, focusing on explainability, auditability and bias mitigation across the decision

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Research

Climate-Resilient Infrastructure Modelling

Computational modelling of infrastructure resilience under long-term climate stress scenarios, with application to coastal and urban planning in South Asia.

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Research

Governance Models for Multi-Stakeholder AI Oversight

A comparative study of governance structures for AI oversight bodies, drawing on case studies from regulatory sandboxes in multiple jurisdictions.

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Research

Formal Models of Machine Self-Representation

Exploratory research into formal computational models of self-representation in artificial systems, and their implications for interpretability research.

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SHARED REPOSITORY LAYER

Submission → Classification → Review → Approval → Repository → Indexing → Search → Discovery

Research, Governance and Cognrexa AI connect through shared metadata without weakening confidentiality or duplicating records.