Add confidence-calibration labels to model output to surface which claims need verification
K2view·medium signal
Instruct the model to attach explicit confidence labels to each claim it makes. Calibrated labels make output more honest and more usable: readers immediately see which statements require independent verification and which are reliable — especially valuable for research/synthesis agents where unflagged hallucinations otherwise propagate downstream.