Kanjun Qiu, CEO of Imbue, compares the present era of AI models to early analog computers, arguing that foundational theoretical abstractions are still needed to achieve digital-level reliability.
“I think today, you know, we're kind of in the analog computer phase of AI, where You know, ah, these systems, they output things. Errors compound. They're not very reliable.”
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More from Kanjun Qiu
Insight
Kanjun Qiu: AI emergent capabilities are artifacts of evaluation metric design
“If your metric is smooth you actually see slow performance improvement over time, and if your metric is relatively discrete or not smooth, that's where you see the emergence, and it's actually more about the evaluation metric Than about the emergence of the ca…”
Kanjun QiuOct 4, 2023▶ 21:11Building Human-Level AI Agents: Imbue CEO Kanjun Qiu on the Road to General Intelligence
AssertionSupported
Kanjun Qiu: Language models trained without code perform poorly at reasoning
“Some companies have tried training language models with no code because they're like, oh, the product we're building, we don't need code. You know, it's a therapist or it's a question answering thing and we don't need code. So we should take code out of our tr…”
Kanjun QiuOct 4, 2023▶ 17:08Building Human-Level AI Agents: Imbue CEO Kanjun Qiu on the Road to General Intelligence
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Qiu: Psychological trauma can be conceptualized as computational overfitting
“Trauma is overfitting and actually a good way to overcome trauma. If we look at a lot of therapy It's like by giving more data to me and helping me access the overfit parts and then give them more data.”
Kanjun QiuOct 4, 2023▶ 40:08Building Human-Level AI Agents: Imbue CEO Kanjun Qiu on the Road to General Intelligence
Insight
Kanjun Qiu: Self-supervised learning mirrors how humans naturally learn
“Self-supervised learning is interesting because it's how humans learn, you know, most of the time we go around We like Google stuff. We learn on our own. We're not giving supervised labels all the time.”
Kanjun QiuOct 4, 2023▶ 3:51Building Human-Level AI Agents: Imbue CEO Kanjun Qiu on the Road to General Intelligence
Disclosure
Kanjun Qiu: 95% of Imbue's work is engineering, not research
“So the company is mostly engineering. You know, I think something people, when people think about AI, they're like, oh, it's research, but really, 95% of the work that we all do is engineering work.”
Kanjun QiuOct 4, 2023▶ 5:00Building Human-Level AI Agents: Imbue CEO Kanjun Qiu on the Road to General Intelligence
Insight
Qiu: Current AI models are book smart but lack street smarts
“The way to think about today's models is they, they're like book smart, but not street smart. They're like a person who's read the whole internet, but they've never done anything in the world.”
Kanjun QiuOct 4, 2023▶ 8:48Building Human-Level AI Agents: Imbue CEO Kanjun Qiu on the Road to General Intelligence
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