Training pressure

Alignment

Experiments on objectives, scaffolds, incentives, feedback loops, and oversight dynamics.

Publication standard

Method, limitation, and evidence travel together.

Public reports will appear here when the experimental setup, failure cases, and supporting artifacts are ready to be read without ceremony.