The CANONIC credential circuit — the entire team contributes to validation through real community learning ledgers. MSMC team authors up the chain; ABOPM external board peer-signs at the apex; Tier-1A evidence flows back down to the team + open-read public. AI contracts (governed by CANON) enforce the flow — credentialed-write apex feeds non-credentialed-read base, never the reverse. Irman is the bridge: clinical practice at MSMC + ABOPM credentialed authorship.