contentpipe-web-research

Source-backed web research replaces speculation by searching and fetching relevant pages, then distilling findings into facts with clear attribution. It retrieves candidate results, fetches only the best pages, and converts them into compact notes separating observed facts from interpretations.

Handling weak or conflicting evidence requires explicitly marking it during the distillation process. The research method separates observed facts from interpretations and applies fallbacks to search snippets if fetching fails, ensuring low-value content and login walls are avoided while maintaining evidence hygiene.

To limit web fetching and avoid low-value pages, prefer search snippets first and fetch only the best 2 to 4 pages. This controlled selection skips homepage and login-wall pages, falling back to snippets if fetching fails, to ensure efficient and relevant information retrieval.

ContentPipe web research separates facts from interpretations by converting web findings into compact, source-labeled notes. This approach ensures clear attribution, explicitly handles weak or conflicting evidence, and provides source-backed talking points for background, definitions, or statistics.

You need source citations and evidence distillation when Scout or Researcher scenarios require current background, definitions, statistics, or source-backed talking points. This process replaces freeform guesses with evidence-backed information by applying controlled web fetching and compact note distillation.

Web research returns blocked content when hitting homepage or login-wall pages. To avoid this, apply research hygiene by limiting fetched items to the best 2 to 4 pages, preferring snippets first, and falling back to snippets if fetching fails, ensuring compact distillation of accessible evidence.