“And I think we're going to see companies with even crazier ratios, like a hundred billion per employee in the next few years. AI is just going to get better and better and make things more efficient. So that ratio just becomes inevitable.”
quote is from the automated transcript, cleaned for reading:
filler sounds and stutters are removed, nothing is rephrased. names can be misheard
(the analysis reads context, assessments check outside sources). how →
More from Edwin Chen
Opinion
Chen: Big Tech Could Fire 90% of Staff and Move Faster
“Like I used to work at a bunch of the big tech companies, and I always felt that we could fire 90% of people and we would move faster because the best people wouldn't have all these distractions.”
Edwin ChenDec 7, 2025▶ 5:57The $1B Al company training ChatGPT, Claude & Gemini on the path to responsible AGI | Edwin Chen
AssertionSupported
Surge AI Surpassed $1B in Revenue With Under 100 Employees
“Yeah, so we hit over a billion of revenue last year with under a hundred people.”
Edwin ChenDec 7, 2025▶ 5:40The $1B Al company training ChatGPT, Claude & Gemini on the path to responsible AGI | Edwin Chen
AssertionNot checkable as stated
Chen: Frontier AI Labs Game Benchmarks via Prompt Tweaking and Test Leaks
“Sometimes, yeah, these benchmarks, they accidentally leak in certain ways, or the frontier labs will tweak the way they evaluate their models on these benchmarks. Like they'll tweak their system prompt. Or they'll tweak the number of times they run their model…”
Edwin ChenDec 7, 2025▶ 19:32The $1B Al company training ChatGPT, Claude & Gemini on the path to responsible AGI | Edwin Chen
AssertionNot checkable as stated
Chen: LMSYS Chatbot Arena rewards bolding, emojis, and length over accuracy
“The easiest way to climb Alamarina, it's adding crazy boating. It's doubling the number of emojis. It's tripling the length of your model responses. Even if your model starts hallucinating and getting the answer completely wrong.”
Edwin ChenDec 7, 2025▶ 24:15The $1B Al company training ChatGPT, Claude & Gemini on the path to responsible AGI | Edwin Chen
Opinion
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“I definitely think that Vibe coding is overhyped.
I think people don't realize,
How much it's going to make your systems unmaintainable in the long term and decently dump this code into your code bases.”
Edwin ChenDec 7, 2025▶ 51:54The $1B Al company training ChatGPT, Claude & Gemini on the path to responsible AGI | Edwin Chen
Insight
Chen: AI post-training is an art driven by taste, not pure science
“One of the things I often think about is that there's a, it's almost like there's an art to post training. It's not purely a science. Like when you were deciding what kind of model you're trying to create and what it's good at. There's this notion of taste and…”
Edwin ChenDec 7, 2025▶ 15:35The $1B Al company training ChatGPT, Claude & Gemini on the path to responsible AGI | Edwin Chen
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