<!-- llms-explorer twin of https://llms-explorer.com/editorial/ · generated 2026-10-13 -->

# Sources & editorial standards

How to distinguish original experiments, implementation reports, agent-assisted concept references on LLMSX.

LLMSX combines original writing, agent-assisted research and third-party references. An experiment should identify its questions, environment, comparisons, raw artifacts and limits. A design report describes architecture and does not demonstrate an effect size without a measurement. Publication dates do not certify freshness.

Concept facts cite upstream documents or archived research reports. Archived reports are no longer hosted here. A citation makes a claim traceable, not authoritative or verified. Check the primary source before relying on a claim.

Incomplete topic entries stay browsable and are excluded from Search. Remaining references are not automatically fact-checked. Articles with unsupported measurement framing must show the evidence gap and stay out of promotion and Search until resolved. AI assistance is used in research and writing; it does not replace source inspection or measured evidence. Report corrections through [issues](https://github.com/mithudso/llms-explorer/issues) or [contact](/about/#contact).
