Skill 7: Output Evolution（输出形式进化）

Source: https://x.com/karpathy/status/2053872850101285137 "HTML output + human-AI I/O evolution" — ~19k likes

Core Principle

Text is the lowest form of output. Demand structure.

Karpathy's progression: Text → Markdown → HTML → Interactive → (future) Neural

Every LLM output can be upgraded. A wall of text becomes a rendered document. A list becomes a sortable table. An explanation becomes a slide deck. The information is the same — but legibility and retention multiply.

The Output Evolution Ladder