Sequential Transformation Chains

A transformation chain progressively converts content from one form to another through a sequence of specialized steps. Each step transforms the output of the previous step, gradually refining or enriching the content.

The three most useful transformation chain patterns are:

• Draft → Review → Polish: Content creation and refinement
• Brainstorm → Filter → Expand: Idea generation and development
• Extract → Classify → Route: Data processing and decision making

The most common content creation chain. Each step has a distinct role:

• Draft: Generate raw content quickly — speed over perfection
• Review: Critique the draft against specific criteria — accuracy, tone, completeness
• Polish: Apply the review findings to produce the final output

Separating these into distinct steps produces better results than asking the model to draft and polish in one shot.