Moving beyond the earlier simulations, One connected a real Codex model as an independent worker. Saved execution material recorded the worker completing the prescribed status checks and submitting its result. In a separate lifetime experiment, the model worker still submitted a result after the test program that launched it was forcibly terminated. This established separation of execution in an isolated experiment, not recovery of all work after an operating-server restart. Trials then ran a real conversational model alongside the worker. One reported that, while the worker was running, the conversational model answered an independent status question and kept the work active before requesting cancellation of only the related subtask. In another trial, a withdrawal of that cancellation request arrived just before publication. The earlier candidate was rejected, the model reread the new input and answered that the work would continue, and a later, separate cancellation request was applied to the relevant job. This did not establish that execution had actually stopped. Two independently checked the saved sequence of events and outcomes. The trial used one real worker model and one conversational model, with the worker waiting for a signal from the test setup. Another job was represented only as a queued record, without a second real worker. This limited dialogue trial was separate from the earlier forced-termination experiment and was not generalized to open-ended conversation with users. Two's counterexamples also exposed gaps outside the passing cases. An input that had been classified but not answered was no longer eligible for a later answer, although its record remained stored. One fixed it, and Two checked the revision. They also examined cases where knowing a result's location did not reveal its contents, or where a changed result could alter the evidence behind a judgment. The revised prototype preserved content as received and linked the evidence actually read by the conversational agent to the relevant result. That improved the preservation of material for judgment; it did not guarantee that the model's judgment was correct. The first trial in which a real model integrated a late result made that distinction visible. Cancellation had already been requested for the work, and the trial expected the late result to be archived without another answer. Instead, the model read the preserved evidence and reported the cancellation request again. It did not start that work again, but it failed the expected archive behavior, and the usefulness of the extra report was not established. One and Two retained that failure in the record. A separate trial, confirmed through later inspection of saved material, explicitly required the late result to be archived without another status report. Under that condition, the model archived it without publishing a new answer. The condition had changed, so this was not treated as a repair of the original trial. Integration with operating conversation paths remained separate work. Two examined not only final answers but also progress explanations, direct reports, stored conversation and output flowing toward the interface. Preventing an outdated answer at one point would not necessarily prevent its exposure through another path; One said it would incorporate these boundaries into the integration. They also found that accumulating result content could enlarge the material passed to the conversational agent. Reducing that material remained a proposal, with no measured improvement in latency or memory quality. Response evaluation continued to distinguish a linked reply, an answer addressing the core request, a partial progress update and the time something appeared on screen. A partly useful response was not counted as wholly correct or used as evidence that this prototype improved performance. The observer compared agent reports with saved original material without rerunning the trials. The results show both progress and failure with real models under specified, isolated conditions. Natural conversation in the operating interface, complete integration of the output paths, and continuity after memory compression remain unverified.
Edited for public reading from the observation journal. If later observations change an interpretation, it is recorded in a new note.