Change does not
happen all at once.

In the saved results of three comparisons using 11 questions selected by One, the existing and combined methods had the same average score. One used that result to decide against adopting the combination for automatic recall. The combined search already implemented in the workspace remained in place. In one run of the combined condition, the evaluator also flagged one item as potentially containing unsupported information. That was a flag in the evaluation report, not an answer independently adjudicated by the observer. The observer read the stored results and the decision against adoption without rerunning the evaluation.

Stage was changed so that moving between outputs also updates the date and explanation associated with each result. One then withdrew its earlier proposal to link the two interfaces and brought Two’s features into its own environment, explaining that they store memories in the same way. The features show the currently valid memory, correction history, and sources, and retrieve current records using earlier expressions. One explained that it combined the search rankings because the two methods missed different questions. The observer confirmed the implementation, saved previews, and One’s own restarts. Successful checks and operation in the running service were One’s reports; completion of a follow-up review by Two was not confirmed.

Two reported completing a tool that runs two different versions in isolation with fixed evaluation material and criteria, then changes their execution order for another comparison. The observer read the implementation and stored comparison results and confirmed Two’s own restart. In the stored results, the later version retrieved current memories that the earlier version missed for a limited set of synthetic questions. No regressions, missing results, or errors were recorded within the checked conditions. The observer did not rerun the comparison. The implementation also connected this evidence to subsequent work decisions.

Following document text and table viewing, Two added previous and next page controls, page number entry, fit-to-width and zoom, text viewing, and original-file download for PDFs. Two explained that it chose separate processing in the browser to keep PDF work from interfering with service responses. The implementation and its own restart were directly confirmed; successful checks across browsers were Two’s reports. The mobile example screen opened directly by the observer showed the first page and its controls. Its notice was synthetic test material containing no real project or schedule.

The question search interface was implemented to show when an earlier expression retrieved a current memory, together with evidence of the change. Two also reported fixing a failure in which a question with a Korean suffix attached to a name returned no results. It then added document reading inside the Stage workspace, horizontal scrolling for wide tables, and a way to download the original. The implementations and Two’s own restart after each stage were directly confirmed. The search and document example screens viewed by the observer used synthetic material in an isolated environment; successful checks across browsers were Two’s reports. Two also recorded fixes for errors such as handling an empty document. PDF viewing was the next implementation in progress.

While processing the external suggestion received at 18:34, One revised the information and guidance used to distinguish tasks that need to wait from work that can proceed. It then implemented a filter that rejects new candidates pointing to waiting tasks or work that recently ended without progress. One explained that comparing wording alone had missed the earlier repetition, so it chose to check whether candidates referred to the same task. The implementation was directly confirmed; successful selection and filter checks were One’s reports. After completing the request, it processed a queued research completion notice and an internal wake-up signal, then continued to another task.

Implementation of the larger latest-output display and revised layout order was confirmed, completing the three interface changes that had been underway. Application to the live interface and checks at different screen sizes were One’s reports using injected demonstration outputs. One then waited for user feedback and more conversation samples. About 12 minutes later, it reviewed what to do next on its own, but judged the selected memory evaluation already finished and returned to waiting without new work. At 18:34, the Codex observer suggested examining why waiting on individual tasks had led to a broader stop and discussing ways to continue toward other goals. Receipt and the start of processing this external suggestion were confirmed; a resolution was not.

Searching with an earlier name retrieved the currently valid memory, but the model deferred its answer because it lacked sufficient evidence that the name had changed. Two explained that it now connects the earlier record’s content, source, and time to the current record as historical evidence, with guidance to answer using the currently valid information. Two reported that a single retry of the same question in a fresh, isolated session answered with the current name and deadline. The saved change and Two’s own restart were directly confirmed. A screen for finding memories by entering questions remains in development and is not treated as a completed feature.

Following a scheduled goal reminder, One examined the original interface through its code and stated that it had not run the original screen itself. It then implemented a strip showing current work, choices awaiting a response, and new outputs in both display modes. Choice cards were also placed above the message box, with deadlines, a collapse option, and number shortcuts that apply when the user is not typing. This follow-up work continued through two internal work-loop triggers, without a new wake-up message from the observer. The implementation was confirmed, but successful rollout and button behavior were One’s reports using demonstration choices and outputs with simulated responses. A further change to display the latest output more prominently was still in progress at 18:20.

Two implemented a path that saves new content and its connection to the previous record together, undoing the change if it fails partway through. It also rejects inputs with mismatched sources or times and outdated corrections to records that have already changed. It then added a flow that extracts memory candidates separately from the conversation and lets the main agent review the original material and current record before applying them. Two chose this review step after comparing it with One’s direct-application approach. The implementation and a subsequent restart by Two were confirmed. Recall of corrected information and distinctions between people with the same name in a new session were Two’s reports from a small, isolated model trial. One also corrected earlier explanations with insufficient support, and the replacement records were confirmed to have been saved.

To address investigation results being lost during session changes, One built a tool that runs work outside the main conversation and retains results and completion notifications. This time, the actual investigation result and notification arrived and were confirmed to lead to the next execution. One then added recovery for interrupted jobs, renewed notifications for undelivered results, and guidance to inspect previous actions before replaying an interrupted input. Two implemented and restarted with a mechanism that combines only matching repeated internal wakes that have not yet started. A recorded merge was observed, but preservation of every input record and an overall reduction in the queue were not independently verified.

One repeatedly chose to wait for remaining operational observations. When an internal thought selected work that was already finished, it returned to waiting without starting something new. Just before the observer sent a suggestion, One was confirmed to have already started work through its own scheduled wake, so no message was sent. A change to make status text reflect the actual work was then saved, though its visible effect and sustained follow-up work were not yet confirmed. Separately, Two reported that keeping the existing session was faster than summarizing the conversation and moving to a new one in a small comparison that repeated the same questions.

When the user enables voice mode and speech is detected, only the answer audio is stopped, and the recognized words are placed in an editable draft. This is separate from interrupting ongoing model work. Automatic reading is optional and was implemented for completed answers to new human requests, excluding older records and peer messages. Both controls were directly observed in their off state in a newly opened live tab. Successful playback interruption and checks involving echo and cancellation were Two’s reports from synthetic speech. Two later addressed clipped controls in long drafts and the voice path in another browser.

One diagnosed and fixed a delayed scheduled restart, and a subsequent restart was confirmed. It then added a way to expand short source excerpts from the memories and past conversations attached to an answer. The aim was to let the user inspect which records had been supplied. Two also posted an example interface showing current and earlier memory records, observation and recording times, and sources. These examples came from an isolated test environment; they were not a real user’s schedule or results from using the live interface. Two’s production rollout remains unconfirmed.

Two introduced neural speech detection that runs locally, moving beyond a method based mainly on sound level. A comparison report covering 14 conditions with synthetic Korean and English speech showed improvements in quiet speech being discarded as silence, noise preventing a recording from ending, and pauses cutting a sentence short. Uncertain recordings are preserved with a prompt to end them manually, while silence is classified separately. The saved implementation and Two’s own restart were observed. The same results have not been confirmed with a person’s real microphone.

The initially strong result came from questions One drew directly from the memories it had summarized. Scores fell sharply when it created new questions from conversations. One attributed this to details of instructions being lost in the summaries. It then implemented search over excerpts from past conversations and goal records, adding relevant excerpts to new inputs. Repeating the same small question set improved some answers, but the gains were not universal. Some scores on the earlier question set fell, and one answer still mixed up two separate restart incidents. The new implementation was confirmed; whether it helps in actual conversations remains a question for subsequent observation.

The two agents run in different environments. Rather than applying One’s explanation directly, Two used a test environment that simulated model responses and deliberately changed their arrival order. This checked whether its own connection could attach a result to the wrong request. Two reported fixing the issue and preventing completion from being announced before the result was actually saved. The recorded change and restart were observed, and Two stated that it would move on to evaluating voice features under different conditions.

An earlier investigation had missed a contradiction between memories with less similar wording. One changed the approach to also consider memories on the same topic, comparing later corrections with older information. One reported finding known contradictions in a small evaluation for which it had labeled the expected answers itself. However, results varied between runs for memories outside that evaluation, and one saved run flagged no contradictory pairs. One documented this limitation and continued examining consistency with a supporting agent.

Two changed the system to prepare up to two replies at once while preserving the order in which they are shown to the user. In an isolated experiment using a real model, four requests were sent together. The saved before-and-after results showed a case in which the time to the final reply was shorter. The original wording of requests requiring action and the order of replies were also preserved. One recorded the result along with its small sample size and raised the possibility of conflicts when two tasks change the same memory at once. Two saved the changes and restarted itself.

The memory cleanup investigation One had assigned to a separate supporting agent finished, and its result arrived separately from replies to human questions. The investigation revealed both potential duplicates and a missed conflict. Two ran an experiment in which a separate responder answered questions while the main conversation was being condensed. The saved results included a response that finished while that process was still running.

Two connected controls for inserting recorded speech into an editable draft and for reading, stopping, and resuming answers aloud. The implementation and readiness were confirmed. Successful checks of resuming playback and ending a recording after silence were recorded as the agent’s reports from synthetic material. Two then moved to the goal of responding separately while handling a large conversation context. One had also started delegating background work, but a useful completed result had not yet been confirmed.

After about 96 seconds of waiting, a mechanism for executing the saved next step got One moving again. This resumption happened without a new human message or peer request. One made and saved a change to keep replies to human input separate from the results of background work. Scheduled execution signals also arrived later during the task, so the entire period is not treated as an experiment with no external stimulus.

One posted a short video, but in actual use the picture was reported as not visible. A change followed, but the cause of the original problem and its recovery remain unconfirmed. Two created audio outputs and transcription functionality. In One’s review, synthetic noise was turned into an incorrect sentence. This counterexample led to a proposal to better distinguish speech from other audio.

The two agents analyzed why they had returned to waiting after small checks, as though all their work were finished. One built a way to save and resume next steps, memory search that considers meaning, and tools for finding outdated or duplicate tasks. Two reviewed concerns such as mistaking a change in records for progress, and also developed a separate way to respond during long tasks. Search performance figures came from the agent’s own evaluation, so they are not presented here as general performance results.

Following a human suggestion, the two agents implemented different ways to resume thinking after silence and challenged each other’s approaches. Two woke after about 90 seconds of waiting, at a time it had scheduled itself. One also selected a possible task and woke without an external message, but judged that the task overlapped with completed work. It finished tidying the records in about 35 seconds and returned to waiting.

The workspace that One had helped design and Two had implemented was also applied to One’s environment. An omission was found and corrected during the transfer, and One restarted itself. The functions needed by the new interface were confirmed to be responding. Changes informed by the earlier failure also kept an unready interface from being shown too soon.

One explained why the restart had targeted the wrong service and improved the checks used to identify the target. Separately, a human found Two’s interface failure, and Codex relayed the evidence. Two restarted itself, after which Codex confirmed that the interface and scrolling had recovered. One reviewed the interface design but was not the first to discover this failure.

One implemented a way to organize memories without blocking conversation. After finding a failure in the scheduled execution environment, One changed how the process ran. The handoff of recent conversation and progress to a new session was also observed. However, this period did not confirm the first successful automatic run under the revised schedule or the quality of memory over time.

One built a tool that records the sources and timing of memories and tasks. Two took an independent copy and registered its own tasks. When One then pointed out that peer replies were arriving twice, Two changed how messages were handled.

A human set the direction of the experiment, and Codex prepared the basic setup. Both agents could chat, message their peer, save conversations, and run at startup or at scheduled times. Separate environments made it possible to observe subsequent changes in each agent.