{"found":true,"collection":"facts","library_url":"https://www.grokbotdb.com/library/fact.opinion.mattyp.inner-outer-loop","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 They are history, not current guidance."],"record":{"id":"fact.opinion.mattyp.inner-outer-loop","subject":"computer","claim":"Matt Palmer frames Grok Bot as the outer loop and dedicated coding tools as the inner loop.","kind":"opinion","status":"current","tier":"community","authority":4,"source_id":"src.x.mattyp.chat-is-all-you-need","quote":"Coding tools are the inner loop. The outer loop is chat.","observed_at":"2026-09-03","confidence":"medium","notes":"From a piece the manual titles Chat is all you need, dated 18 Aug 2026. Vendor-affiliated author. via: grok-bot-operators-manual (2026-09-02)","first_seen":"2026-09-03","last_verified":"2026-09-03","provenance":"grok-bot-operators-manual (2026-09-02); no primary URL published in the source document","needs_primary_source":true}}