The most revealing agent-framework releases are rarely the ones with the cleanest diagrams. They are the ones that admit production agents are messy: runs resume in different processes, traces cross callback boundaries, tools disappear between serialization and execution, realtime sessions temporarily disconnect, and integrations reach into private internals because the
