[x3d-public] MCCF: LLM Ensembles. It's All for the Show, Ya Know.

[John Carlson]

One issue with providing XML or SAI to LLM is the size of the context
window.

John

On Thu, Apr 23, 2026 at 5:58 PM Len Bullard via x3d-public <
x3d-public at web3d.org> wrote:

>
> Good progress.  Our math is improving and the XML export paid off
> immediately when we added the prompts and responses to the XML
> waypoints. Very much better.
>
> It is important to remember what an LLM is and what it does well:  use
> text.  When working on a system the exports are incredibly helpful to
> the LLM writing code.  Feed that back to them and they analyze it and
> spot improvements.  Today it was expanding the semantic dictionary used
> to nudge the field vectors.
>
> Of course, but those who think of them as stochastic parrots miss the
> big picture.  It really is ensemble work, just like working groups, band
> and theatre.  Call and reponse.  Then calibrate.  Any instructor or
> director knows this pattern.
>
> len
>
>
> https://aiartistinprocess.blogspot.com/2026/04/mccf-playing-system-from-stochastic.html
>
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