Heat waves and supply shocks require minute-by-minute dispatch limit changes. Python orchestrators read Kiponos locally:
max_export = kiponos.path("grid", zone).get_float("max_export_mw")
dr_threshold = kiponos.path("demand_response").get_float("trigger_load_pct")
Grid operators update limits in dashboard; control loops see new values instantly. No SCADA config file rollout.
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