This study reveals the neural circuit by which the medial prefrontal cortex drives contingency degradation — the process of unlearning a cue-reward association that is no longer valid. A new computational model, the meta-reward prediction error model, shows that the brain accumulates prediction errors across multiple trials before updating behaviour, and a dedicated subpopulation of mPFC neurons encodes this running error signal. Using two-photon calcium imaging, single-cell holographic optogenetics, and fibre photometry, the authors demonstrate that mPFC neurons projecting to the ventral tegmental area are strongly enriched for this signal, that dopamine from VTA to mPFC provides the trial-by-trial error input, and that activating the mPFC-to-VTA pathway causally accelerates reversal learning. Reference: Hjort et al. (2026) "Prefrontal to ventral tegmental area dynamics drive contingency degradation" Nature. https://doi.org/10.1038/s41586-026-10443-5