article-enrichment

Query for pages flagged with needs_enrichment: true, read each page, then rewrite the raw content into structured sections including an executive summary, verbatim quotes, and key insights. Clear the flag in frontmatter after writing the enriched page.

An enriched page needs an Executive Summary of 2-3 sentences, at least 3 verbatim Quotable Lines, 3 or more Key Insights, a Why It Matters section tied to specific context, a See Also section with markdown links, and a details block preserving the raw source.

Use Sonnet for bulk enrichment of most articles, and switch to Opus for high-value content like original-thinking pieces and longreads where verbatim quote accuracy matters most. Spot-check Sonnet output with a quality eval and upgrade if quotes are paraphrased.

Paraphrased quotes usually mean the draft pass used a model that does not strictly follow the verbatim instruction. Quotes must be literal or they are not quotes; switch the batch to Opus, which respects the verbatim requirement more reliably.

Yes, the raw source content is always wrapped in a collapsed details section so the original is never lost. Discarding the raw source is an explicit anti-pattern, and the needs_enrichment flag prevents non-idempotent re-enrichment.