Atlas Heritage Systems is an independent behavioral research program. The work is open, the methodology is documented, and the assumptions are built to break.

If you work in demographic bias research, LLM evaluation, mechanistic interpretability, corpus linguistics, or adjacent fields — or if you've read something here that made you want to push back on it — I want to hear from you. The instruments are designed for replication. The literature maps are designed for conversation. The DIP protocol is waiting on expert consultation before it runs.

Collaboration looks like: running the instruments on your own sessions, finding the holes in the methodology, telling me where the physics isomorphism breaks down, or bringing your own research questions to the suite.