Writing
-
Note
Expertise Isn't Disappearing. It's Moving Up a Level.
If AI can increasingly perform the execution, human expertise shifts towards understanding the problem, directing the work, challenging the output and knowing when not to trust it.
-
Note
AI Cost Is an Architecture Problem
At enterprise scale, the price of the model is only part of the economics. Calls, context, routing, retries, loops, evaluations and fallbacks determine how that price becomes a system cost.
-
Note
As Execution Gets Cheaper, Clarity Gets More Valuable
AI is making implementation and rework dramatically cheaper. It is not making ambiguity cheap.
-
Note
Models Commoditise. Harnesses Accumulate.
The model may be the most visible part of an enterprise AI system, but the durable capability is increasingly everything the organisation builds around it.
-
Note
Centralise the Reusable. Distribute the Problem Solving.
A specialist AI capability can be valuable, but its success may ultimately be measured by how much useful capability becomes ordinary across the rest of the organisation.
-
Note
When Writing Software Stops Being the Scarce Bit
AI is making software dramatically easier to produce. The more interesting organisational question may be what becomes scarce when engineering capacity is no longer the constraint it once was.
-
Note
Making Change Cheaper
AI may be changing more than the cost of doing the work. It may be changing the cost of trying something, learning that it is wrong and changing direction.