Stop Shipping ML Models With Bare Floats Every week, somewhere, a team makes a deployment...
Stop Shipping ML Models With Bare Floats
Every week, somewhere, a team makes a deployment decision that looks like this:
Model A: AUROC = 0.847
Model B: AUROC = 0.851
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A model that scores 95% on your test set feels like the finish line. Then you ship it, and you find...
TL;DR: Most drift monitoring setups alert on the wrong thing. Feature distribution drift is cheap to...
The Core Problem You shipped an AI agent. It works in demos. Then it runs 10,000 times in...
The distribution shift problem that breaks modern AI in production explained for developers who...
TL;DR: A single eval number hides its own uncertainty. Eval confidence intervals from bootstrap...
Your LLM provider silently swapped models under you. Here is how to detect model drift with 6-dimension contract validation.
