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Certainty is a symptom of running a single model; calibration comes from an ensemble. Tetlock's forecasting tournaments found that hedgehogs (experts with one big theory who filter all evidence through it) predict worse than "foxes" who hold many small, partial models and aggregate them, despite (in fact because of) the hedgehog's greater confidence. That is precisely why ensemble methods beat single models in statistics. A random forest outperforms one deep decision tree, model-averaging beats any single estimator because averaging many independent, individually-mediocre views cancels their uncorrelated errors. The fox is an ensemble; the hedgehog is a single over-committed model; the felt experience of certainty is the sensation of having stopped averaging. You know your forecast is degrading at the exact moment it starts to feel clean. A borrowing rate is a forecast too. Each lending venue is a single model - one utilization curve, one governance regime, pricing its own local noise as if it were the cost of capital. Accept a fixed rate from any single venue and you've trusted a hedgehog: it feels clean, one number from one source, which is the tell. IRIS prices across venues at once. A solver's fixed rate isn't Aave's estimate or Morpho's but it's what remains once each venue's idiosyncratic noise cancels against the others: the systematic cost of capital, no longer padded for any single venue's local shocks. The ensemble, not the hedgehog. The rate that survived aggregation.

Chinese police have successfully repatriated a key suspect from #Vietnam# in a case involving phishing websites and the illegal use of the #SilverFox# Trojan virus, the Ministry of Public Security announced on Monday.

Silver performs a false break of $60/ounce overnight, hits $59.95 Back to moving off support today. The bottoming process is making bulls nervous. So far, the bears look unable to make lower lows. Too much fundamental demand. Sideways market for the moment.