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.

2statements match

0resolved → 2open claims → 0supported → 0contradicted →

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 2 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

Prediction Open · timeframe Oct 2030

Lloyd: Open-Source Models Will Not Win at the AI Frontier

“I don't think open either, if I'm being honest. The reason I don't think open, like, is that it's just so damn expensive to build these things, and so what's the economic incentive?”

Zach Lloyd Oct 17, 2025 ▶ 40:38 20VC: The Startup Adding $1M ARR Every Week | Competing Against OpenAI's Codex and Claude Code: Who Wins | Why Gemini is Failing and GPT-5 Is Winning | Do Margins Matter in a World of AI | The Ugly Truth About AI Coding with Zach Lloyd, Warp

Prediction Open · timeframe Oct 2030

Lloyd: Engineering teams will shrink to fewer senior engineers managing agents

“I think we're gonna have less. I think we're gonna have fewer, more senior engineers who are managing the work of a lot of agents.”

Zach Lloyd Oct 17, 2025 ▶ 19:44 20VC: The Startup Adding $1M ARR Every Week | Competing Against OpenAI's Codex and Claude Code: Who Wins | Why Gemini is Failing and GPT-5 Is Winning | Do Margins Matter in a World of AI | The Ugly Truth About AI Coding with Zach Lloyd, Warp

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The Ledger

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