Source-to-summary pipelines

Feed Summary Content Workflows

Article pages, PDFs, APIs, and websites need different extraction controls before they can share one summary and verification system.

articlesPDFsnews APIsweb scrapingAI agents

Content workflows

Choose the source-specific path

Every source type should converge on the same core record without pretending extraction is identical.

Combine feed metadata, page extraction, structured blocks, and evidence-linked output.

Preserve pages, layout, OCR, tables, captions, and document sections.

Query, normalize, cluster, rank novelty, and create time-bounded briefings.

Use allowlists, crawl policy, change detection, and source-specific extractors.

Version task instructions, schemas, examples, limits, and evaluation sets.

Coordinate bounded tools, state transitions, verification, review, and publishing.

Normalized output

Regardless of source, downstream summarization needs the same minimum evidence.

IDstable source identity

UTCexplicit time fields

BLOCKSordered content structure

TRACEevidence + versions

Operational design

A partial result can be useful when its limits are explicit.

Use values such as full, partial, excerpt, metadata-only, blocked, unsupported, and failed. Display them in the source record and final briefing.

Do not return a polished summary that hides an empty table extraction or unreadable scanned appendix.

Route low-confidence extraction, conflicting dates, unsupported quantities, and policy uncertainty into a review queue.

Keep stage-specific error codes so the correct component can be fixed.