farmhouse_decide.py asks a /v1/systemone server which action to take; DECISION_MODE=shadow records agreement with the LLM, assist uses it when DECISION_MIN_CONF sure; off by default. scripts/farmhouse_decision_eval.py replays recorded decisions through it. 17 offline tests. Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_016Er49soaMyG7Yburq57PeB