Covers the behavior shipped in #80807 (background dispatch for
cronjob action='run') and #80838 (per-run '## Run Context' prompt,
gateway-loop delivery): immediate return with handle, completion
re-entering the conversation, in-flight dedupe, transient context
injection with prompt scanning, and the sync fallbacks.