Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

When the Model Is Free, the Hard Part Gets Harder

MIT-licensed frontier-scale models make the cloud API tax optional. APIs already commoditized access to AI; open weights commoditize the price. Advantage...

When the Model Is Free, the Hard Part Gets Harder

The Runtime Is Becoming the Product

The Money Is Going to the Engine. The Bottleneck Is the Steering Wheel.

The IDE Just Got Demoted

Stop Growing the Context Window. Start Delegating It.