axiomdrift.ai
Where interaction becomes structure.
The brief
Axiom Drift AI studies long-form human–LLM interaction as structure rather than content. Across hundreds of turns, pacing, coupling, and variation become measurable in ways a single exchange can never show.
The site is the research surface: the Beyond Content paper series, the instruments behind it, and the case that long-form interaction is its own regime — not a longer version of a short one.
Notes from the build
decisions that heldMost of what we know about language models comes from short exchanges. The interactions that matter in practice are long — and at that scale, different structure emerges.
Temporal Dynamics (Jan), Surface Matching (Mar), and Two Archives (Apr) — the Beyond Content series, each built on measured threads, not anecdotes. All three are archived on Zenodo with DOIs.
Every measure in the papers ships as a usable instrument, so the findings can be re-run rather than just cited.
The Agentic Transaction Assurance work — the research behind Selvage. Where the Beyond Content series reads long-form interaction as structure, this turns to the moment an agent acts: enforcing the exact terms a user approved before a state-changing tool call reaches the provider.
read on zenodo →