The Token Apocalypse & Agentic Ecosystem Design

The path towards reliable agentic AI infrastructure in the enterprise continues to offer up new surprises, and the recent panic around token costs is a case in point that has focused minds on the cost-benefit analysis of different models. But perhaps model choice is...

Context, Codification & Cognitive Capabilities

Context & Codification are still hard problems A lot of enterprise AI investment has gone into models and prompt quality. But there is a growing body of evidence that points to the main constraints on reliability, cost, and organisational capability still being...

Don’t Outsource Agentic Capability Design

For the past couple of weeks, I have been interviewing senior function heads and operational leaders in a large hi-tech firm as part of an AI literacy programme. What struck me most was not their enthusiasm for AI, but the degree to which they already know what they...