The Compiler Was Supposed to End Programming Too

A close read of Omnara's Apache 2.0 agent platform: how its configs, stateless workers and outbound-only machine daemon fit together, and what self-hosting it actually demands.

Gaussian means squared error and Laplace means absolute error, but the loss you train with and the loss you are scored on are separate choices. Here is how to pick each, and when the theory stops helping.

The torch_tpu README is short on benchmarks but long on build and install pitfalls: a CUDA torch default, a wheel that dies on import, and a flag-ordering rule. Here is what to know before you point a TPU VM at it.