AI will reward the clearest thinkers - and expose everyone else.
Most organisations think AI will transform how they build software.
I’m starting to think it will expose how they think.
We used to scale by increasing execution capacity. More capability = more output. That model is changing.
I’ve been looking closely at specification-driven design (SDD). And there’s a shift hiding inside it:
👉 The quality of the specification now determines the quality of the outcome.
Not the developer.
Not the tool.
Not even the AI.
Specification quality = output quality.
Most organisations struggle here:
jump straight to tools (“let’s use AI”)
skip clarity
write vague specifications
get average outputs
blame the technology
But the constraint isn’t the tooling.
👉 It’s the thinking.
If you break it down, there are only three things that matter:
Build the machine
Run the machine
Feed the machine properly
This doesn’t reduce the value of people.
It shifts where value sits.
👉 From execution --> definition.
Engineers won’t just build. They’ll need to:
frame problems
define specifications
shape outcomes
👉 The leverage moves upstream.
This is the part I find interesting.
Because it’s not new.
It’s the same muscle:
founders clarifying strategy
sales teams articulating value
leaders defining priorities
Just applied in a different context:
👉 “How do we define work so clearly that a machine can execute it?”
In the past, we scaled execution.
Now, we scale the quality of our thinking
Because that’s what drives the machine.
💬 Where are you seeing this show up. Strong outputs vs disappointing ones?