{"found":true,"collection":"patterns","library_url":"https://www.grokbotdb.com/library/pat.pick-and-publish","generated":"2026-09-06T05:32:11Z","citation":["Quote the record id and its source_url (or provenance if there is no URL).","Include last_verified or observed_at when present. Do not present an old date as current.","If tier is community and confidence is low, say so. Do not launder it into a fact.","If the database does not hold the answer, say that. Do not invent Grok Bot product claims.","Contradictions are data: when conflicts_with is present, report both records rather than picking a favourite.","Deprecated and removed records stay visible. They are history, not current guidance."],"record":{"id":"pat.pick-and-publish","name":"Pick and publish","category":"safety","problem":"Either a human writes everything, or an agent publishes unreviewed work. Both scale badly.","technique":"Split generation from selection from publication. The agent produces a fixed number of candidates. A human picks. Only the approved subset is published or scheduled, and the results are measured afterwards.","why_it_works":"It puts the human at the one point that is irreversible, and it caps volume, so a bad run produces bad candidates rather than bad public output.","when_to_use":"Any lane whose output reaches an audience: content, outreach, listings, applications.","when_not_to":"Read-only research, where there is nothing to publish.","evidence":"reported","attributed_to":"Eric Siu","source_url":"https://x.com/ericosiu/status/2095207617610256720","confidence":"medium","first_seen":"2026-09-03","last_verified":"2026-09-05"}}