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kemal
41a46ae14a
The companion to the Kalman fix. RecursiveLeastSquares.from_dict and AdaptiveConformal.from_dict restore lambda, delta, alpha, gamma and the conformal window alongside their data, and load_dict replaces the config-built heads with those, so every one of those knobs was immutable on any station that already had state. Editing config.yaml and restarting looks exactly like a change with no effect, which is the failure mode that cost real time on the Kalman side of this before it was found. Only the estimate is state now. Weights, covariances and conformal scores are restored; tuning is re-applied from config on every load. The conformal deques are rebuilt when the configured window changes, preserving their contents. load_dict also skips heads for a target or horizon this build no longer has, rather than resurrecting them from a stale file. Found while implementing a damped-trend ensemble member, which was then abandoned: see the following note.