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Note 11Drift studiesReceived 18.09.2030411 days adriftStopping criterion deleted
FictionOpen question

Attractor Bench 7: teaching a model to lose its place

V. OstrowskiJ. AritomoBench 7

Sampling temperature is a dial on certainty. Bench 7 deletes the stopping criterion instead. The run has not converged in four hundred and eleven days.

Temperature widens a distribution. It does not teach a system to lose its place. Losing one's place — non-periodic exploration, the refusal to treat the current basin as home — is a different intervention. Bench 7 implements it by removing the condition under which the run would be allowed to finish.

We are not going to help it.

1 — Protocol

The training run begins like any other. At the moment a stopping criterion would ordinarily fire — loss plateau, gradient norm, scheduled step count — the criterion is deleted from the control plane. The run continues. Logs continue. Human operators are instructed not to "rescue" the process by reintroducing a finish line.

Four hundred and eleven days later, the run is still adrift. We publish this fact on the ticker because it is the only status that matters.

2 — Against temperature as metaphor for courage

Temperature is often sold as a creativity dial. Raise it, get surprise; lower it, get obedience. The metaphor is flattering and false. Temperature samples from a distribution the model already knows how to assign mass to. Bench 7 asks what happens when the process is denied the right to declare that distribution settled.

Non-periodic exploration reaches regions temperature alone cannot: not because the samples are wilder, but because the trajectory is not allowed to treat return as success.

“This is either a protocol or a confession. Publish it as both.”

3 — Institutional discipline

The hard part is not the deleted criterion. The hard part is the institute. Every week someone proposes a "soft stop," a "diagnostic checkpoint," a "temporary convergence for demos." We refuse. The refusal is the method.

If Bench 7 ever converges, this note will require an erratum. We are not preparing one.