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AI workflows

Useful transformations. Clear provenance.

Build feed-based AI tasks around a defined source and a reviewable result. These guides cover summary design, document boundaries, token budgets, retrieval, and the checks that keep transformed material attached to the original published item.

Start with the summary workflow before optimizing context size. Decide what your output is meant to say, what source text supports it, and how a reader will reach that source. Then use the token-budget guide to plan the amount of material each task receives. More context is useful only when it helps answer the task at hand.