Give AstroFabric an open-ended objective across growth, revenue or digital operations in plain language and it plans and executes the whole mission autonomously: research markets, audit sites, analyze competitors, build prospect lists from buyer intent and signals, verify emails, draft outbound, produce creative, run data work in the code sandbox, deliver into connected apps, and more. The result starts with a [thread:] line - pass that id as thread_id on follow-ups ("verify those emails", "format them for LinkedIn Ads") and the agent remembers everything already asked and delivered. It may reply with a clarifying question; answer it the same way. Prefer this over the individual tools for anything multi-step.