Mike Knoop, co-founder and Head of AI at Zapier, dives into the fascinating world of Artificial General Intelligence (AGI) and the innovative ARC Prize. He challenges traditional views on AGI, advocating for a definition centered on a system’s ability to learn. The conversation explores why large language models may not lead us to true AGI, as well as how Zapier is revolutionizing workflow automation with AI. Knoop emphasizes the importance of open-source approaches and the need to avoid premature regulations that could stifle potential breakthroughs.
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insights INSIGHT
Flawed AGI Definition
The current popular definition of AGI as a system that can do most economically useful human work is flawed.
It focuses on economic usefulness, not general intelligence.
insights INSIGHT
True AGI Definition
True AGI is defined by the efficient acquisition of new skills, not just economic value.
This allows solving open-ended problems, unlike current AI which struggles to transfer skills.
insights INSIGHT
LLM Limitations
LLMs excel at high-dimensional memorization and pattern recognition.
However, they lack the ability to discover new knowledge or solve problems with unknown solutions.
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Published in 2006, *Blindsight* follows a crew of astronauts on the ship Theseus as they investigate a trans-Neptunian comet transmitting an unidentified radio signal. The novel delves into themes of consciousness, free will, artificial intelligence, neurology, and game theory. Narrated by Siri Keeton, a synthesist with a unique neurological condition, the story raises questions about the essential character of consciousness and its necessity for human experience. The novel also features vampires resurrected through genetic engineering and aliens that challenge traditional notions of consciousness and communication[1][2][4].
The first step in achieving AGI is nailing down a concise definition and Mike Knoop, the co-founder and Head of AI at Zapier, believes François Chollet got it right when he defined general intelligence as a system that can efficiently acquire new skills. This week on No Priors, Miked joins Elad to discuss ARC Prize which is a multi-million dollar non-profit public challenge that is looking for someone to beat the Abstraction and Reasoning Corpus (ARC) evaluation.
In this episode, they also get into why Mike thinks LLMs will not get us to AGI, how Zapier is incorporating AI into their products and the power of agents, and why it’s dangerous to regulate AGI before discovering its full potential.