card-builder

Automating card generation from research involves orchestrating an end-to-end production workflow that refines insights into structured, publish-ready problem-solving cards. This skill enforces a consistent CardData model and deterministic export path for educational contexts.

Creating consistent educational problem-solving cards requires a structured template system with frontmatter-driven configuration. This approach enforces a standardized CardData model, ensuring uniform output quality across classroom reference materials.

Using templates to preview and adjust card content before export is fully supported. The workflow includes a template preview phase specifically designed to help unify expressions and refine wording prior to deterministic output generation.

The card production workflow requires manual confirmation after each of its eight phases. This stage-by-stage approach ensures transparency and quality control, reducing manual rework while maintaining human oversight throughout the automation process.

Exporting generated cards to a specific output directory is handled deterministically by the workflow. It automatically exports unified, publish-ready cards into a defined output path using an extensible template system.

Frontmatter-driven configuration for card generation is needed when you require deterministic, structured output and consistent metadata enforcement. It enables an extensible template system to reliably produce publish-ready educational reference materials.