research

Verifying external knowledge against primary sources requires walking a 5-tier ladder from official docs to community sources. This process mandates citations for every factual claim and explicitly flags speculative statements relying solely on training data.

Citing official documentation for API references involves extracting claims from authoritative sources and outputting source URLs with library@version identifiers. This ensures traceability across official docs, API references, and technical standards.

Gathering authoritative research without writing files is achieved through a read-only workflow. It retrieves information via a source ladder spanning official docs to community sources, verifying claims and returning source-backed briefings.

Yes, flagging training-data-only claims is a mandatory step in the research process. Any assertion that cannot be verified against primary sources like official docs or API references is explicitly flagged as speculative.

Use a primary-source citation ladder for technical documentation when topics require authoritative sources like RFCs, vendor announcements, or API references. It verifies external knowledge and prevents reliance on unverified training-data assertions.