Housing markets shift weekly. AVM models need live comps distance weights and cap-rate adjustments:
w_comps = kiponos.path("avm", market).get_float("comps_weight")
cap = kiponos.path("avm", market).get_float("cap_rate_adj")
Analysts update market folder in Kiponos; valuations immediately reflect new economics. No model service restart.
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