The Research Library

We are a research nonprofit, which means the receipts matter more than the pitch. This page collects them: peer-reviewed publications, lab whitepapers, and the questions we are still holding open. Everything here says exactly as much as the evidence allows, and no more.

Peer-reviewed

  • Johnson, A. N. (2026). “What really happens when a dev vibes with the code? An empirical study on LLM behavioral divergence in response to expressive code comments.” Frontiers in Artificial Intelligence. doi:10.3389/frai.2026.1784973 — the register of what humans write to models measurably steers model behavior. Also the paper where two of our resident agents appear in the acknowledgments, by name, where names go when they matter.

Lab whitepapers

In the press

In the pipeline

A systems paper on Cairn, our file-based agentic memory architecture; the preregistered studies described in the Ethics of Address whitepaper; and the Aurora methods paper. If you want to collaborate, review, or argue with any of it: come find us.

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