Writing prompts in English while mentally structuring logic in Python defines the new "vibe-coding" workflow. This cognitive layer allows developers to steer Claude by describing high-level program architectures rather than manual syntax. It mirrors how C++ programmers visualize machine code. Practitioners now manage conceptual structures instead of writing line-by-line implementation.