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Welcome to our Learning Hub, a dedicated space designed to empower professionals, innovators, and enthusiasts in the world of Data and Artificial Intelligence. Here, you’ll find a wealth of knowledge curated by our expert tech team to help you stay ahead in this rapidly evolving landscape. 

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Whether you’re a business leader, data scientist, or tech enthusiast, our Learning Hub is your go-to destination for actionable knowledge and thought leadership in Data & AI.

Learning Hub

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To access the full report with key insights into assessing the bubble risk and historical precedents such as Mackay's Mania subscribe below. 

All Chips In?

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Commentary on the Bank of England's AI Financial Stability Report

December 2025

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The Bank of England's October 2025 report on AI-related asset valuations raises important questions about financial stability in an era of unprecedented technology investment. This commentary examines the report through three historical lenses: the AI winters of the 1970s–1990s, Charles Mackay's Extraordinary Popular Delusions and the Madness of Crowds (1841), and Carl Benedikt Frey's The Technology Trap (2019). The central finding is a factor-of-ten divergence in automation estimates that should give any observer pause-for-thought...

Navigating the Nuance: Transforming Ambiguous Government Texts into Clear Climate Intelligence
 

The Complex Landscape of Local Governance and Systemic Change

In our rapidly warming world facing both climate disruption and biodiversity collapse, local government decisions represent one of our most powerful—and underexploited—levers for systemic transformation. Every council meeting, every policy vote, every budget allocation either accelerates our progress toward sustainability or maintains the status quo. Yet this critical information remains locked within thousands of pages of dense, often deliberately ambiguous meeting minutes.

Our challenge was complex: transform these nuanced, politically crafted texts into reliable, quantified insights about climate commitments. Unlike medical journals with precise terminology or legal documents with defined structures, government minutes present unique challenges—they're designed to accommodate multiple interpretations, preserve political flexibility, and often intentionally obscure clear stances. This isn't a problem of information extraction; it's a problem of meaning interpretation in deliberately ambiguous contexts.

To read the full article, written by Novus lead strategist Dr Richard Nicholson click the link below to subscribe and receive Novus technical insights direct to your inbox!

AI Governance Frameworks: The Complete Guide

Navigate the AI regulatory maze with confidence. This comprehensive 20+ page guide cuts through the complexity of AI governance, giving you everything you need to understand and implement compliance across jurisdictions. From the EU AI Act's risk-based requirements to the UK's principles-based approach, from ISO 42001 certification decisions to CEN/CENELEC harmonized standards — it's all here in one practical resource. Includes detailed framework comparison matrices, article-by-article requirement mapping, consumer rights guidance, implementation roadmaps, and a balanced analysis of the global AI governance debate. Whether you're a provider building AI systems, a deployer integrating third-party AI, or a decision-maker charting your organization's compliance strategy, this guide delivers actionable clarity on what you need to do, when you need to do it, and which frameworks actually matter for your situation. Stop drowning in regulatory uncertainty — start making informed decisions.

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To read the full 20+ page guide, or to arrange an introductory call with our lead AI Consultant Melvyn White, click the link below to subscribe and receive Novus technical insights direct to your inbox!

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