{"found":true,"collection":"patterns","library_url":"https://www.grokbotdb.com/library/pat.errands-as-calibration","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 They are history, not current guidance."],"record":{"id":"pat.errands-as-calibration","name":"Use errands to calibrate","category":"onboarding","problem":"You cannot tell what the Bot is like from work where being wrong is expensive.","technique":"Give it two low-stakes personal jobs alongside the work ones: cart comparison, subscription audit, bookmark organising.","why_it_works":"You learn how it handles a confusing interface and a mismatched price at a cost of the wrong bag of groceries rather than the wrong email to a customer.","when_to_use":"The first two weeks.","manual_ref":"7.1","evidence":"reported","attributed_to":"Matt Palmer","related":["pat.good-first-task","pat.autonomy-ramp"],"confidence":"high","first_seen":"2026-09-03","last_verified":"2026-09-03"}}