Laxmi Mata
Bhagwan Tirupati
CENTRAL GATEWAY

Knowledge Centre

The Cognrexa Knowledge Centre brings together approved research knowledge, publications, institutional documents, educational materials, news and interdisciplinary resources in a unified environment while identifying their evidentiary status.

KNOWLEDGE ARCHITECTURE

Knowledge Centre

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Established Findings

02

Preliminary Research

03

Conceptual Hypotheses

04

Institutional Guidance

05

Curated Collections

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Institutional Learning

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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