[espadrine]

Interestingly, while it uses diffusion, it generates incorrect information, and it doesn't fix it when later in the text it realizes that it is incorrect:

  > The snail you’re likely thinking of has a different code point:
  > The correct code point for the snail emoji is U+1F40C? No—U+1F40C is SEAHORSE. The snail’s true code point is U+1F40C? Wait, this is still confusing.
  >
  > Let’s set the record straight:
  > 
  >    Snail → U+1F40C? No, that’s wrong.  
  >    Snail → U+1F40C? Still wrong.
  >
  > The snail emoji is actually U+1F40C? I’m mixing things up.
  >
  > Correct snail code point
  >
  > The snail emoji is U+1F40C? No…  
  >
  > After double‑checking the official Unicode tables (Unicode 13.0 and later), the snail is U+1F40C? The…  
  > Given the confusion, the safest answer is: the Unicode Standard defines U+1F40C as “SEAHORSE”. If your device shows a snail, it’s a rendering quirk, not a change in the underlying code point.

[pennomi]

I think you’ll have to do multi-shot generation to correct this, each diffusion is going to represent a single “thought”.

Though with the speed it’s running that’s not necessarily a deal breaker. I suspect diffusion models will need different harnesses to be effective.