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Beware the New Lock-In

Those of us who lived through the SaaS era carry scar tissue about lock-in. Data hostage in proprietary formats, integrations wired so deep that leaving costs more than staying, renewal negotiations conducted from a position of engineered weakness. We learned,...

Is AI making everything old new again?

In the early ’90s I was just entering the workforce.  I can’t recall why but I was fascinated with the whole management theory space.  I consumed everything I could from the likes of Peter Drucker, Tom Peters, and Michael Hammer.  Hammer, in...

Hygiene or Pay the Price

Every conversation about AI risk eventually reaches the exotic scenarios: model manipulation, adversarial attacks, agents behaving in unintended ways. Real topics. But I keep dragging our conversations back to something far less interesting, because the boring truth...

If an Agent takes action, a Human Owns It

There’s a sentence in our AI governance I’d defend above almost all the others: if an agent takes action, a human owns it, and that ownership is never transferable to the machine. It sounds obvious written down. In practice it cuts against a drift you can...

We Made an Agent Argue With Our People

One of our more interesting experiments: we built an agent to evaluate proposals, and then, rather than letting it replace human evaluation, we made it argue with our humans. The obvious design would have been substitution. The agent reads submissions, scores them...

The Hardest Thing to Hand an Agent

We’ve had a run of success giving agents well-defined work: drafting, checking, summarising, monitoring. The pattern behind those wins is no mystery. Where we can specify inputs, outputs and what good looks like, agents perform. The harder lesson came when we...

AI Gives You Back Your Agency

Something has been quietly taken from our people over decades, and I think AI, oddly, is giving it back. Watch the arc. Industrial-era process design made each of us a cog: responsible for a step, blind to the whole. Then enterprise software and SaaS arrived, and the...

AI Didn’t Expose a Data Problem

Everyone warned me that AI would expose our data problems. That prediction turned out to be true and, in the way it usually gets discussed, completely misleading. Yes, when we pointed AI tools at parts of our data, the cracks showed. Inconsistent records, duplicated...

Thrilled and Worried in Equal Measure

I learned that people in my organisation were using AI to help write performance and development documents. My reaction split cleanly down the middle: thrilled, and worried, in equal measure. Thrilled, because this is exactly the maturity we’d been building...