← field notesWhy reasoning compounds

The structure is real — you just can't see it

Modern models develop real structure as they reason — assumptions, tradeoffs, priorities. Most of it stays hidden behind the answer, where you can't inspect it, correct it, or build on it. AXIOM starts from a simple claim: that structure is real, and it's worth preserving.

Draft in progress

This is a seed for an upcoming field note. The framing above is the thread it will follow. The full piece is being written.