Chroma

The Model is a Commodity. The Harness is the Advantage.

The article argues that AI models are becoming interchangeable commodities, and the real competitive edge lies in the harness — deterministic tools, context, and infrastructure built around the model. Prompt engineering is being replaced by context engineering, and deterministic CLI tools are crucial for reliability, especially in high-stakes domains like finance and medicine.

Anthropic Chroma