Notes from the
engineering floor

Reduced mantissa precision compounds through long autoregressive rollouts. We outline where to keep FP32 accumulators and how to assert bounds in CI.

A walkthrough of the five profiler metrics that explain most custom-kernel slowdowns, and the stride fixes that typically follow.

The trade-off between resolution invariance, memory, and accuracy, with guidance for turbulence and climate surrogates.

Using Hypothesis to check conservation laws and boundary conditions that example-based unit tests rarely reach.