The Orthogonal Bet: What AI Can Learn from Human Cognition
Jul 12, 2024
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Guest Alice Albrecht, CEO of Recollect, talks about AI, human cognition, and the future of artificial intelligence. Topics include transitions from academia to tech, the importance of human models in problem-solving, the relationship between attention, memory, and goals in AI development, limitations of current AI approaches, language manipulation, and the concept of human-machine partnership.
Alice's Transition from Academic to Tech and the Birth of Recollect
Alice Albrecht, founder of Recollect, shifted from academia to tech, leveraging her background in cognitive neuroscience to enter the realm of machine learning. She found academia constraining and sought cross-functional work dynamics in the tech industry to create tangible impacts. Her transition benefited from the abundance of data in tech compared to academia, facilitating her focus on enhancing human intelligence through cognitive augmentation at Recollect.
Interdisciplinary Collaboration and Innovation in Tech Organizations
Alice highlights the adaptability and interdisciplinary nature of tech organizations, contrasting them with the siloed structure of academia. She emphasizes the ease of breaking down silos in tech and engaging with various departments to create a broader perspective. Alice advocates for fluid collaboration within organizations to foster innovative ideas and cross-disciplinary contributions.
AI Development and the Need for Human-Centric Design
Alice critiques the current path of AI development emphasizing scaling compute power as insufficient for achieving true artificial general intelligence (AGI). She discusses the importance of human-machine partnerships and computational tools for thought, calling for a shift towards human-centric design to enhance cognition. Alice urges for a deeper integration of human cognitive paradigms into AI models to bridge the gap between technology and human intelligence.
The Impact of Science Fiction on Technological Innovation and Societal Change
Through referencing science fiction, Alice underscores its role in sparking innovative ideas and societal reflections. She discusses how science fiction narratives envision alternate societies and technological advancements, guiding critical thinking about the impact of technology on human societies. Alice advocates for studying historical technological paths and forgotten ideas to inform future technological and societal transformations.
Hello and welcome to the ongoing miniseries The Orthogonal Bet
Hosted by Samuel Arbesman, Complexity Scientist, Author, and Scientist in Residence at Lux Capital
In this episode, Samuel speaks with Alice Albrecht, the founder and CEO of Recollect, a startup in the AI and tools for thought space. Alice, trained in cognitive neuroscience, has had a long career in machine learning and artificial intelligence.
Samuel wanted to talk to Alice because of her extensive experience in AI, machine learning, and cognitive science. She has studied brains, witnessed the hype cycles in AI, and excels at discerning the reality from the noise in the field. Alice shares her wisdom on the nature of artificial intelligence, the current excitement surrounding it, and the related domain of computational tools for thinking. She also provides unique perspectives on artificial intelligence.