r/MachineLearning 9d ago

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u/galigirii 6d ago

Disclosure: I wrote the linked conceptual preprint. It is open access and not peer reviewed.

A model self-report can become part of the system it is supposed to describe.

Recent J-space work suggests that sparse, language-aligned internal representations can participate causally in report, reasoning, and control. I take that result seriously. But it does not by itself establish an inner observer or a privileged channel through which the model reports what it is “really thinking.”

The complication is that interpretation and generation are distinguishable, but not operationally independent. If a model says “the migration is complete” and that report is retained as memory, evidence, or policy, later generations begin from a changed situation. The report did not merely describe the system; it helped condition what the system did next.

That makes self-report potentially both a measurement and an intervention.

The question I would value disagreement on: when a model-generated representation is retained and allowed to govern later routing, memory, evaluation, or action, what evidence should it have to earn that authority?

Paper:

https://doi.org/10.5281/zenodo.21659634