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
Alam: AI-enabled 200-person startup matches output of 2,000 enterprise developers
“In today's world with the tech that's out there, a 200% startup can actually operate at the throughput of what we operate with 2000 or a thousand. Where we sort of maintain and sustain our advantage is if we take our 2000 and now operate it at the pace of 8000…”
Muhammad Alam Dec 9, 2025 ▶ 5:52 SAP's Muhammad Alam: AI's Real Employment Impact, Path To Genuine ROI, Is Hype Good?
Insight
Alam: AI enables product managers to build up to 80% of apps
“Gone are the days where a product manager is just writing a spec and sort of giving a set of instructions or requirements for somebody else to go build, like a product manager necessarily now can be empowered to generate an app and get it to 40, 50 in some cas…”
Muhammad Alam Dec 9, 2025 ▶ 10:01 SAP's Muhammad Alam: AI's Real Employment Impact, Path To Genuine ROI, Is Hype Good?
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