The Jagged Frontier of machine intelligence
Intelligence was never a smooth circle. Computers have always been spiky - infinite at math, memory and exact execution, flat everywhere else. Frontier AI doesn't smooth that shape. It makes it jagged: towering new spikes in synthesis and language, sitting right beside deep, bizarre valleys.
One shape per kind of mind
Seven cognitive dimensions. Watch how differently each kind of intelligence fills them - and scrub the horizon to morph the frontier through time.
Frontier AI Era
New spikes erupt into synthesis and language - and new valleys open.
Where exactly is the edge?
The whole problem with the jagged frontier is that you can't predict it. Some hard things are easy for the machines; some trivially easy things are impossible. Drop a task and find out which side of the line it lands on.
Drop a task onto the frontier. If a capability spike covers it, the machines win. If it falls into a reverse salient, it rolls off into the human domain.
Centaur or Cyborg
Two strategies for getting real work out of a jagged collaborator. One draws a clean line down the middle. The other refuses to draw a line at all.
You draw the line, then you each work your side of it.
In Centaur mode you split the task along the jagged frontier. You hand the AI the things it spikes at - drafting, search, boilerplate synthesis - and keep the things it craters on: judgment, taste, the calls that carry real consequences. Clean blocks, clear ownership.
- → Best when the boundary is obvious and stable.
- → Low risk: failures stay contained to one block.
AI didn't smooth the computer. It gave it new spikes in weird, unpredictable directions.
The capability boundary - the frontier - used to be legible. Math inside, intuition outside. Frontier AI shattered that line into something jagged and shifting: it clears tasks we thought needed a human and faceplants on ones a child could do. The work now is mapping that edge for yourself, task by task, and deciding when to stand beside the machine and when to braid your thinking into it.
A visualization by Anouar Mansour · concept after Ethan Mollick's Jagged Frontier