Scale Bought the Base

8B versus 14B was a controlled comparison. 32B was a fit-on-40GB experiment. Neither scale won the adapter.

The Mask Is the Objective

Three Qwen3 tool-calling masks: all assistant turns, first call without a terminator, then the terminator—and only the last one worked.

The Loss Is Not the Task

A 50-step math adapter beat a 600-step one, and ViT-Large was best after one epoch—on a single Colab A100.