In our previous articles, we explored the 11-step execution pipeline that secures every AI call. At the center of that pipeline sits a silent but essential hero: the Context Object . If the pipeline is the "Heart" of apcore, the Context is its "Nervous System." It is the object that carries state, identity, and tracing information from the first entry point down to the deepest nested module call. In this fourteenth article, we go deep into how apcore manages the "Short-Term Memory" of an Agentic system. The Challenge of Statelessness AI Agents often perform complex, multi-step tasks. An Agent might first call a search module, then a summarize module, and finally a file.write module. In a traditional stateless architecture, these calls are isolated. The file.write module doesn't know that it was triggered by a specific search result or that it’s part of a high-priority audit task. This lack of context makes debugging impossible and security fragile.…