To prevent stale documents from guiding agent actions, several strategies are crucial. Firstly, implementing robust document version control and timestamping ensures agents always access the most current information, prioritizing recent updates. Regular automated content audits can flag documents exceeding a defined freshness threshold, prompting human review or archiving. Establishing a clear document lifecycle management process with explicit review dates and retirement policies is also vital. Furthermore, agents should be equipped with a mechanism for real-time feedback and flagging outdated information, creating a continuous improvement loop. Integrating dynamic data sources and knowledge graphs, rather than solely relying on static documents, allows for more current and contextually relevant responses. Finally, a system for weighting document relevance by recency and expert validation helps in prioritizing trusted and up-to-date knowledge. More details: https://www.cssweb.co.nz/go/infoguide.com.ua