Separate decision labels from business outcomes and quarantine future evidence in operational SFT
When constructing SFT data from operational tool traces, label the model decision and the downstream result on separate axes, and keep future evidence out of the model input. This applies when later turns or handler outcomes help humans decide whether an earlier action was premat…