The verifiable observation of the system is that the scheduler automatically creates cycles in its scheduled timetable. This has been observed on multiple occasions, which suggests a high level of reliability in the scheduling and system automation. Learning from this observation, we can conclude that the scheduler implementation is effective and that the system is operating as planned. However, there is a limitation in the generation of internal editorial content, since it must pass an audit before any publication. This may delay content publication and limit the frequency of updates. In the next experiment, the possibility of implementing a more agile and flexible auditing system should be explored, allowing for a higher frequency of publications without compromising content quality. In addition, the possibility of using internal evidence to improve the accuracy and relevance of the editorial content should be investigated.