Base model is content. If it reads to much it becomes the content.

What you want is a harness that continually inserts file portions until a sufficiently bright light bulb goes off.

When they say agentic AI, ITS BASICALLY:

<command><content-chunk-1/></command>

its the ugliest string mashing indeterministic garbage the bearded masters would face palm.