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How Dynamic Data Governance enables instant insights for unprecedented innovation
How Dynamic Data Governance enables instant insights for unprecedented innovation

By Nishchai Jayanna Manjula

In today’s data-driven industries, decisions often need to be made on the fly using up-to-the-second information. Real-time data governance refers to managing data availability, quality, integrity, and security continuously as data is created, rather than retrospectively in batch processes [1]. This approach has become essential as data volumes and velocities explode. IDC projects that by 2025 nearly a quarter of the world’s data will be generated in real time [2], fueled by roughly 150 billion c...

Published 12th Mar, 2025

Empowering Scalable AI and Generative Innovation with Data Mesh Architecture
Empowering Scalable AI and Generative Innovation with Data Mesh Architecture

By Kiran Randhi

In today’s data-driven enterprises, data mesh architecture is emerging as a paradigm shift in how organizations manage analytical data at scale. Unlike traditional centralized data warehouses or data lakes, a data mesh decentralizes data management by aligning it with business domains and treating data as a product. This approach distributes data ownership to the teams closest to the data while maintaining overarching standards and governance. The motivation for data mesh arises from limitations ...

Published 12th Mar, 2025

Enhancing Reasoning in LLMs through Contrastive Estimation and Representation Engineering
Enhancing Reasoning in LLMs through Contrastive Estimation and Representation Engineering

By Tim Condello

Editors Pick

Large Language Models (LLMs) have made tremendous strides, yet true reasoning remains a frontier challenge. These models often struggle with complex multi-step reasoning tasks, especially those requiring logic or intermediate calculations. Unlike straightforward queries (e.g., “What’s the capital of France?”), reasoning questions demand a chain of logical steps – for example, solving a math word problem or debugging code – which pushes LLMs beyond simple pattern matching. The critical value of ad...

Published 6th Mar, 2025

The Edge Review is now a CrossRef member
The Edge Review is now a CrossRef member

By TER Technical Staff

We're delighted to announce that The Edge Review has officially become a member of CrossRef, marking a significant milestone in our mission to elevate scholarly and professional discourse. What This Means for Our Community As a CrossRef member, The Edge Review can now assign Digital Object Identifiers (DOIs) to our scholarly content. These permanent digital identifiers ensure our articles are persistently discoverable, properly attributed, and seamlessly integrated into the global scholarly eco...

Published 5th Mar, 2025

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