Research
We publish the question, the experiment, what held up, and what did not. These are dated working results, not timeless claims.
Feature learning and neural scaling laws
Active draft · Phase 2Latency is learnable
Working paperResearch policy
We distinguish measurements from hypotheses. Small controlled systems can expose mechanisms cleanly, but they do not automatically establish what will happen in a full agent or a production environment. Every research page states its scope and limits.