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NO PRIORS Assertion Not checkable as stated
Chen: Researchers Degrade AI Factuality Just to Boost LMSYS Rankings
“A lot of researchers, they'll tell us that their VPs make them focus on increasing their rank on LMSYS. And so I've had researchers explicitly tell me that they're okay with making their models worse. Add factuality works at following instructions as long as i…”
Edwin Chen Jul 24, 2025 ▶ 27:09 No Priors Ep. 124 | With SurgeAI Founder and CEO Edwin Chen
20VC Prediction Open · timeframe Jul 2030
Edwin Chen says he wouldn't sell Surge for $100 billion
“No, I mean, I definitely wouldn't sell for thirty billion or even a hundred billion.”
Edwin Chen Jul 21, 2025 ▶ 37:14 Surge CEO & Co-Founder, Edwin Chen: Scaling to $1BN+ in Revenue with NO Funding · 20VC with Harry Stebbings
20VC Assertion Not checkable as stated
Surge AI CEO: 2,000 human data points beat 10 million synthetic ones
“A lot of them tell us that even a thousand or a couple of thousand pieces of really high quality human data that we generated for them, it's actually been worth more than ten million pieces of synthetic data.”
Edwin Chen Jul 21, 2025 ▶ 50:58 Surge CEO & Co-Founder, Edwin Chen: Scaling to $1BN+ in Revenue with NO Funding · 20VC with Harry Stebbings
LENNY'S PODCAST Assertion Supported
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 Chen Dec 7, 2025 ▶ 5:40 The $1B Al company training ChatGPT, Claude & Gemini on the path to responsible AGI | Edwin Chen
LENNY'S PODCAST Prediction Open · timeframe Dec 2028
Chen: AI Efficiency Will Enable $100 Billion Revenue-Per-Employee Ratios
“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.”
Edwin Chen Dec 7, 2025 ▶ 5:44 The $1B Al company training ChatGPT, Claude & Gemini on the path to responsible AGI | Edwin Chen
LENNY'S PODCAST Assertion Not 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 Chen Dec 7, 2025 ▶ 19:32 The $1B Al company training ChatGPT, Claude & Gemini on the path to responsible AGI | Edwin Chen
LENNY'S PODCAST Assertion Not 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 Chen Dec 7, 2025 ▶ 24:15 The $1B Al company training ChatGPT, Claude & Gemini on the path to responsible AGI | Edwin Chen
20VC Assertion Not checkable as stated
Chen: Surge AI has more daily working PhDs than Big Tech combined
“Like if you think of all the PhDs, even at Google or Meta or Microsoft, we have way more than all of them combined doing work for us in a single day.”
Edwin Chen Jul 21, 2025 ▶ 40:23 Surge CEO & Co-Founder, Edwin Chen: Scaling to $1BN+ in Revenue with NO Funding · 20VC with Harry Stebbings
20VC Prediction Open · timeframe Jul 2028
Chen expects top future AI model developers to emerge within years
“Don't think so yet. I can actually see big, new, even more powerful model developers appearing in the next few years.”
Edwin Chen Jul 21, 2025 ▶ 1:04:49 Surge CEO & Co-Founder, Edwin Chen: Scaling to $1BN+ in Revenue with NO Funding · 20VC with Harry Stebbings
LENNY'S PODCAST Prediction Not checkable as stated
Chen: AI Will Automate 80% of L6 Engineer Tasks Within 2 Years
“In my head, I probably bet that within the next one or two years, yeah, the models are going to automate 80% of, you know, the average L six software engineer's job. But it's going to take another few years, do you move to 90%, and another few years to 99%, an…”
Edwin Chen Dec 7, 2025 ▶ 22:28 The $1B Al company training ChatGPT, Claude & Gemini on the path to responsible AGI | Edwin Chen
LENNY'S PODCAST Prediction Not checkable as stated
Chen: Achieving AGI will require breakthroughs beyond standard LLMs
“I'm in a camp where I do believe that something new will be needed.”
Edwin Chen Dec 7, 2025 ▶ 33:43 The $1B Al company training ChatGPT, Claude & Gemini on the path to responsible AGI | Edwin Chen
LENNY'S PODCAST Prediction Not checkable as stated
Chen predicts AI models will become increasingly differentiated across creator labs
“I think one of the things that's going to happen in the next few years is that the models are actually going to become increasingly differentiated because of the personalities and behaviors That the different labs have and the kind of objective functions that …”
Edwin Chen Dec 7, 2025 ▶ 48:20 The $1B Al company training ChatGPT, Claude & Gemini on the path to responsible AGI | Edwin Chen
NO PRIORS Assertion Not checkable as stated
Chen: Surge AI Is Largest Human Data Player in AI
“We are kind of like the biggest human data player in this space.”
Edwin Chen Jul 24, 2025 ▶ 0:55 No Priors Ep. 124 | With SurgeAI Founder and CEO Edwin Chen
NO PRIORS Assertion Not checkable as stated
Chen: The Easiest Way to Boost LMSYS Rank Is Longer Responses
“Like one of the things that we found is that the easiest way to improve your rank on album arena is the ability to make your model response longer.”
Edwin Chen Jul 24, 2025 ▶ 27:52 No Priors Ep. 124 | With SurgeAI Founder and CEO Edwin Chen
20VC Prediction Open · timeframe Jul 2030
Edwin Chen: Single-person $1B companies will exist due to AI
“I mean, I absolutely believe that that company was this one day. Like you think about it, like I've always believed in 10 X engineers, even a hundred X engineers. And already you have a lot of these single person startups that are already doing ten million rev…”
Edwin Chen Jul 21, 2025 ▶ 7:46 Surge CEO & Co-Founder, Edwin Chen: Scaling to $1BN+ in Revenue with NO Funding · 20VC with Harry Stebbings
20VC Assertion Not checkable as stated
Chen: Surge AI was already the largest human data provider for top AI labs
“So it's interesting because I think it was an open secret where a lot of top researchers already knew who we were. And they already knew that we were the biggest and the best in the space, even though we've been pretty under the radar. And so most people were …”
Edwin Chen Jul 21, 2025 ▶ 34:35 Surge CEO & Co-Founder, Edwin Chen: Scaling to $1BN+ in Revenue with NO Funding · 20VC with Harry Stebbings
20VC Assertion Not checkable as stated
Edwin Chen admits he does not understand standard financial terms like EBITDA
“One area where I'm not great is I'm really bad at understanding financials. So sometimes people around the company, they'll try to tell me, Like, hey, do you, have you been paying attention to our revenue numbers? Have you been paying attention to our costs? H…”
Edwin Chen Jul 21, 2025 ▶ 54:00 Surge CEO & Co-Founder, Edwin Chen: Scaling to $1BN+ in Revenue with NO Funding · 20VC with Harry Stebbings
20VC Prediction Not checkable as stated
Edwin Chen: AI Will Automate Average Engineers by 2028, Cure Cancer by 2038
“So I think it would be twenty-twenty-eight if you're talking about automating a job at the average engineer, and then twenty-thirty-eight if we're talking about curing cancer.”
Edwin Chen Jul 21, 2025 ▶ 1:00:24 Surge CEO & Co-Founder, Edwin Chen: Scaling to $1BN+ in Revenue with NO Funding · 20VC with Harry Stebbings
20VC Prediction Not checkable as stated
Chen predicts future will feature multiple competing frontier AGI companies
“How I see a world where there actually will be multiple, multiple, Frontier AI companies, Frontier AGIs, just because every one of them will be able to go in a different direction. Like, you see it already, you see it today playing out already with the differe…”
Edwin Chen Jul 21, 2025 ▶ 1:02:57 Surge CEO & Co-Founder, Edwin Chen: Scaling to $1BN+ in Revenue with NO Funding · 20VC with Harry Stebbings
NO PRIORS Prediction Not checkable as stated
Chen: Frontier AI Models Will Proliferate Rather Than Commoditize
“So I actually see more and more frontier models opening up over time because I actually don't think that the models will be commodities.”
Edwin Chen Jul 24, 2025 ▶ 25:04 No Priors Ep. 124 | With SurgeAI Founder and CEO Edwin Chen
20VC Assertion Contradicted
Edwin Chen: Multiple single-person startups currently generate $10M in revenue
“And already you have a lot of these single person startups that are already doing ten million revenue.”
Edwin Chen Jul 21, 2025 ▶ 7:53 Surge CEO & Co-Founder, Edwin Chen: Scaling to $1BN+ in Revenue with NO Funding · 20VC with Harry Stebbings
NO PRIORS Assertion Not checkable as stated
Chen: Surge AI Operates With Just Over 100 Employees
“And we're about a hundred, a little over a hundred people.”
Edwin Chen Jul 24, 2025 ▶ 1:00 No Priors Ep. 124 | With SurgeAI Founder and CEO Edwin Chen
NO PRIORS Prediction Not checkable as stated
Chen: Synthetic RL Environments Alone Won't Meet Future Frontier AI Demand
“Like, I don't think our environments alone will suffice just because, I mean, it depends on how you think about our environments, but oftentimes these are very, very rich trajectories are very, very long. And so it's almost like inconceivable that a single rew…”
Edwin Chen Jul 24, 2025 ▶ 16:59 No Priors Ep. 124 | With SurgeAI Founder and CEO Edwin Chen
NO PRIORS Assertion Not checkable as stated
Chen: Frontier AI Labs Are No Longer Publishing Research
“Like, I think it is really interesting in that a lot of the, like for obvious reasons, a lot of the frontier labs, they're just not publishing anymore.”
Edwin Chen Jul 24, 2025 ▶ 26:42 No Priors Ep. 124 | With SurgeAI Founder and CEO Edwin Chen
20VC Assertion Not checkable as stated
Chen: ML engineers historically neglect inspecting their training data
“Historically, a lot of ML engineers, they kind of just don't take the time to look at the data.”
Edwin Chen Jul 21, 2025 ▶ 25:41 Surge CEO & Co-Founder, Edwin Chen: Scaling to $1BN+ in Revenue with NO Funding · 20VC with Harry Stebbings
20VC Assertion Not publicly verifiable
Chen: Surge was profitable from its very first month
“We were very lucky to be profitable from month one.”
Edwin Chen Jul 21, 2025 ▶ 26:54 Surge CEO & Co-Founder, Edwin Chen: Scaling to $1BN+ in Revenue with NO Funding · 20VC with Harry Stebbings
20VC Assertion Not checkable as stated
Chen: ChatGPT served as a massive inflection point for Surge AI
“Things definitely hit an excellent point with ChatGPT because I think people just saw how Incredibly valuable human data and RHF was. So definitely chat CPT was an inflection point for us, but even before that we were, we had very strong growth.”
Edwin Chen Jul 21, 2025 ▶ 34:04 Surge CEO & Co-Founder, Edwin Chen: Scaling to $1BN+ in Revenue with NO Funding · 20VC with Harry Stebbings
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