No toy todo apps. Every module ships a real improvement to a system you use daily: chronicler's classifier, the todoist bridge, Impulse's dice roll, Ark's continuity, cockpit's live panel, vault-tidy's quality bar. You finish able to read any LangChain code fluently, and able to decide, from evidence, where the framework earns its keep in your stack. The capstone rebuilds Impulse itself as a deep agent.
The dice roll you love, reborn: checkpointed threads that survive restarts, wild rolls gated by your approval from Discord or the cockpit, live streaming of what Florence’s autonomy is doing, every decision traced in LangSmith, deployed on kinto behind Reception.
Nothing in this module is a new idea. It is modules 3 through 8 wired into one system: the M3 dice StateGraph as the core, an M4 Postgres checkpointer underneath it, M5 interrupt() gating the wild face, M6 streaming the whole run into a live panel, an M7 worker subgraph executing the rolled action, and M8 LangSmith tracing every decision. Production Impulse keeps running untouched; v2 is a parallel build that proves the concepts without risking the real heartbeat.