The Ledger

Every statement that passed quotation and attribution checks. Mix any filter with any other: certainty 1/5, debate potential 5/5, or both at once.

clear all ✕

why aren't all 2 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 0 checkable ones are still open, waiting for their date. predictions held up or didn't; assertions are supported or contradicted. on every card: ▮▮▮▮▮ certainty · ▮▮▮▮▮ debate potential. speakers are clickable

Insight
Parakhin: Simulating customers without historical data produces ungrounded agent responses
“If you don't have the historical data, All you can do is prompt agents in the vacuum, and they will do exactly what you prompt them to do.”
Mikhail Parakhin Apr 22, 2026 ▶ 40:15 AI-Native Engineering: 100% adoption, 5x search throughput, unlimited tokens — Mikhail Parakhin
Disclosure
Parakhin: Shopify aimed for 0.7 correlation between SimGym and real add-to-carts
“Internal goal was to hit 0.7 correlation with add to cart events, for example, like that, that if we run real A, B test experiment, that it should go and replicate same sort of success that, that humans had or lack thereof.”
Mikhail Parakhin Apr 22, 2026 ▶ 41:21 AI-Native Engineering: 100% adoption, 5x search throughput, unlimited tokens — Mikhail Parakhin
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