Short, honest writing on what is working, what is not, and what we are learning inside real organisations.
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…
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…
The hyperscalers have spoken. Microsoft, Google, and AWS have each published production reference architectures for agentic AI. The naming differs, the services differ, but the underlying patterns are remarkably similar. This matters because it signals where enterprise AI is heading and what…
In my last newsletter, I shared Career Helper, a Claude skill for job seekers. I mentioned I'd follow up with what I've learned from building 50+ skills. This is that follow-up. I've been building with Claude Code since its launch in February 2025. When Anthropic formalised the skills feature in…
I don't know why, but January is often a forced career transition moment, so it seems now is a good time to subvert the newsletter to talk about this Claude skill. It's a pretty useful demonstration of what you can do with a skill, making use of all sorts of techniques. Next newsletter, I will…
All of the Major providers have cook books, or prompt writing guides. With the release of chatGPT 5.1 there are a few changes you can make to when you are creating prompts to get better results out of it. I know this looks a little alien, and is a bit more effort. Do I use these approaches all of…
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…
Smart, experienced leaders are sitting around polished tables, surrounded by reports that would make a data analyst weep with joy, yet they're more uncertain than I've seen them in years. Why? Because we're navigating something genuinely unprecedented. Five generations working together. Digital…
We are rushing to a development pattern where multi-agent systems, collections of autonomous yet collaborating AI entities, are becoming increasingly critical to business operations. As organisations race to implement these powerful new tools, the question facing CTOs and engineering leaders is…
Introduction: A Vision of Future Development The intersection of software development and AI agents presents an area ripe for exploration and innovation. Traditional governance practices, often designed for human-centric workflows, demand reimagining in an era where AI teams can handle operational…