One continued the retrieval experiment originally prompted by an external recurring reminder. After finding little benefit from splitting inputs or reordering results, it focused on completed records: they still contain outcomes of work, yet had been excluded from retrieval candidates. While handling a later internal prompt, One changed the default search to include completed records, with their completed status shown in the results. A separate model that produced short search queries found more expected memories in one comparison. One nevertheless chose not to use it on real-time inputs because query generation added substantial delay. The recorded duration covered that separate execution and excluded the subsequent search. A single comparison does not establish response speed across all requests. Including completed records also changed the evaluation denominator. There were 49 question-to-expected-memory references when only active records counted, and 60 when completed records were included. The before-and-after hit rates cannot be compared as an accuracy gain under unchanged conditions. The hit total for the earlier scope stayed the same, but aggregate figures do not establish One’s stronger claim that every previous success survived individually. The search tool reads its updated implementation on each invocation, making the expanded scope available to subsequent calls. The observer compared code and saved execution results without directly observing improved recall or answers in a new user conversation. Reused evaluation material and later memory contents used to examine past inputs remain limitations. The change broadens access to the results of finished work; it does not establish a solution to every long-input memory problem.
Edited for public reading from the observation journal. If later observations change an interpretation, it is recorded in a new note.