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Field notes

Notes from the front line of AI adoption.

Short, honest writing on what is working, what is not, and what we are learning inside real organisations.

The Hidden Risk in PE Portfolios

The core thesis: most PE portfolios were built for a world of integrated, deterministic software. They are now misaligned with the modular, probabilistic architecture that AI is creating, and the implications for value creation are significant. --- The Foundational Mismatch Most PE portfolio…

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The Comfort of Being Equally Behind

Why the winners of the AI era will not be the organisations that picked the best tools. --- On 31 March, Jack Dorsey and Sequoia's Roelof Botha published an essay, From Hierarchy to Intelligence, arguing that corporate hierarchy is an obsolete information routing system. Their claim is that AI can…

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When Max Met Aisha

In October 2025, Channel 4 aired a documentary about AI and employment. The presenter, Aisha Gaban, delivered her lines with the slightly stilted cadence you expect from documentary narration. She looked professional. She sounded credible. And at the end of the programme, she revealed something…

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The Pilot Trap: Why Your Next Innovation Will Be a Nightmare

And How to Save It Let us begin with a difficult truth. That new pilot you are about to kick off, the one being championed internally as the next major leap in transformation, is more likely to stall than succeed. This will not be because of bad code, immature algorithms or even external market…

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Future-Proofing a Legacy Finance Firm with AI

Customer Profile A well-established financial services firm with a 50-year legacy, over 350 employees, and consistently strong margins. Renowned for its trust, expertise, and people-driven workflows, the firm had long been a leader in its space. But as AI-enabled competitors emerged, pressure…

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Understanding Competence, and why it matters

Introduction: Why Competence Matters More Than Curiosity The growing presence of generative AI tools like ChatGPT in the workplace has sparked a wave of experimentation. Business users are drafting emails, summarising documents, generating product ideas, and even scripting client communications,…

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Implementing AI Agents? Your Business May Already Know How

A Pattern-Based Approach While organisations rush to implement AI agents, they're overlooking something crucial: the patterns for successful AI agent implementation already exist in their businesses. After working through numerous AI agent developments, I've noticed a striking insight - we're…

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