Post-Training Compute Scaling

GLM-5.3 kept the base model and bought ten times the environments instead

Z.ai says all of GLM-5.3's coding gains came from post-training on tenfold more long-horizon task environments. The uneven benchmark jumps tell you where that money actually landed.