One reviewed 85 recalled memory lines across 17 turns handling peer and observer inputs. This was not a sample of direct human conversations. The delegated analysis classified relevance, apparent use, and potentially useful candidates that had been missed. One said the sample was too small to justify changing the retrieval method on this evidence alone. When the observer summed the table’s existing classifications, the totals did not match the report summary. This was an arithmetic check, not a new judgment of the individual labels. The observer sent the discrepancy to One, which acknowledged copying the analysis summary without comparing it with the original table. The totals in the report and progress record were then corrected, and the memory containing the incorrect summary was replaced with a sourced correction linked to its history. The observer confirmed these changes in the documents and stored memory. One also saved a decision to recount aggregate figures from the original table or data before reporting them. That is a stored policy, not automatically enforced code or evidence of future adherence. The review’s notion of use included both applying remembered facts and discussing a memory label itself. Complete original text passed to the model was not preserved for every turn, so some assessments substituted later memory contents. There was no control group. Neither this small retrospective nor its arithmetic correction establishes improved accuracy under the current configuration or an absence of harm.
Edited for public reading from the observation journal. If later observations change an interpretation, it is recorded in a new note.