Where the Transcript Runs Out: When Model Internals Beat Behavioural Monitors, Why the Strongest Generalisation Evidence Comes From Targets the Text Already Shows, and the Comparisons No Study Has Yet Run

APA

Mahendrakar, P. (2026). Where the Transcript Runs Out: When Model Internals Beat Behavioural Monitors, Why the Strongest Generalisation Evidence Comes From Targets the Text Already Shows, and the Comparisons No Study Has Yet Run [Journal article]. Life of Research. https://doi.org/10.5281/zenodo.23318714

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@misc{lor1052026,
  title        = {Where the Transcript Runs Out: When Model Internals Beat Behavioural Monitors, Why the Strongest Generalisation Evidence Comes From Targets the Text Already Shows, and the Comparisons No Study Has Yet Run},
  author       = {Pranay Mahendrakar},
  year         = {2026},
  publisher    = {Life of Research},
  doi          = {10.5281/zenodo.23318714},
  url          = {https://lifeofresearch.com/articles/105},
  keywords     = {activation probes, model monitoring, white-box monitoring, deception detection, chain-of-thought monitoring, alignment auditing, distribution shift, AI control},
  note         = {LOR-00105}
}

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