Here's the problem nobody talks about: the reason most AI outputs are mediocre isn't the model — it's that you asked for a final answer and got one.
A model with no friction produces the path of least resistance. It pattern-matches to "good-enough" and stops. It doesn't know what your bar for quality is. It doesn't know what logic you'd push back on, what tone would make your audience tune out, or what structural flaw a sharp reader would catch in the first 30 seconds. It just fills the token space with the most statistically probable response and calls it a day.
So the output hits your clipboard. You read it. You sigh. Then you spend 40 minutes editing something that should have come out right the first time.
There's a better way — and it exploits the fact that AI critique is significantly sharper than AI generation.
The Core Insight: Models Are Better Critics Than They Are Authors
