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Model collapse – by Tom Stafford – Reasonable People

If you train a complex model on its own output, you get a phenomenon which has been termed model collapse - over successive iterations the model focuses more and more on the most common or typical patterns. Measures of performance may even show improvement initially,...

Shubham Saboo on X: “Context is the new Moat ” / X

Everyone has access to the same models today. You're using Claude Opus 4.5. So is your competitor. You're using GPT-5.2. So is the startup that launched last week. You're using Gemini 3 Pro. So is everyone else building AI products. The models are commoditizing....

Investing in brain capital: Five levers for change | McKinsey

Discover why investing in brain capital matters. This McKinsey report outlines five key levers and a shared roadmap for stakeholders to drive change. The rise of artificial intelligence highlights how investment in “brain capital” (brain health and brain skills) can...

AI may not need massive training data after all | ScienceDaily

New research shows that AI doesn’t need endless training data to start acting more like a human brain. When researchers redesigned AI systems to better resemble biological brains, some models produced brain-like activity without any training at all. This challenges...

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Recent Briefings

Re-Focusing Leadership on AI Readiness & Enablement

Why Focus on AI-Enabled Organisational Change Rather Than Just Technology? As we look ahead to another year of rapid technology-driven change in business and society, it is a good moment to separate the wood from the trees and focus on medium-term goals. Generative AI...

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As we look forward to a new year, it is worth zooming out momentarily from the frenetic race between AI models to focus on some of the enablers, blockers and wider changes that will determine whether organisations are able to use this technology effectively. We now...

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Enterprise AI is a Social Technology, Not the Sorcerer’s Apprentice

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Collaborative Architectures for Agents, People & Machines

We are working on some innovative learning projects to help leaders understand what agentic AI could mean for their roles and their organisations, and to help with readiness for adoption; so I have been reading about overcoming barriers and blockers relating to...