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In episode 87 of The Gradient Podcast, Daniel Bashir speaks to Professor Terry Winograd. Professor Winograd is Professor Emeritus of Computer Science at Stanford University. His research focuses on human-computer interaction design and the design of technologies for development. He founded the Stanford Human-Computer Interaction Group, where he directed the teaching programs and HCI research. He is also a founding faculty member of the Stanford d.school and a founding member and past president of Computer Professionals for Social Responsibility. Have suggestions for future podcast guests (or other feedback)? Let us know here or reach us at editor@thegradient.pub Subscribe to The Gradient Podcast: Apple Podcasts | Spotify | Pocket Casts | RSSFollow The Gradient on Twitter Outline: * (00:00) Intro * (03:00) Professor Winograd’s background * (05:10) At the MIT AI Lab * (05:45) The atmosphere in the MIT AI Lab, Minsky/Chomsky debates * (06:20) Blue-sky research, government funding for academic research * (10:10) Isolation and collaboration between research groups * (11:45) Phases in the development of ideas and how cross-disciplinary work fits in * (12:26) SHRDLU and the MIT AI Lab’s intellectual roots * (17:20) Early responses to SHRDLU: Minsky, Dreyfus, others * (20:55) How Prof. Winograd’s thinking about AI’s abilities and limitations evolved * (22:25) How this relates to current AI systems and discussions of intelligence * (23:47) Repetitive debates in AI, semantics and grounding * (27:00) The concept of investment, care, trust in human communication vs machine communication * (28:53) Projecting human-ness onto AI systems and non-human things and what this means for society * (31:30) Time after leaving MIT in 1973, time at Xerox PARC, how Winograd’s thinking evolved during this time * (38:28) What Does It Mean to Understand Language? Speech acts, commitments, and the grounding of language * (42:40) Reification of representations in science and ML * (46:15) LLMs, their training processes, and their behavior * (49:40) How do we coexist with systems that we don’t understand? * (51:20) Progress narratives in AI and human agency * (53:30) Transitioning to intelligence augmentation, founding the Stanford HCI group and d.school, advising Larry Page and Sergey Brin * (1:01:25) Chatbots and how we consume information * (1:06:52) Evolutions in journalism, progress in trust for modern AI systems * (1:09:18) Shifts in the social contract, from institutions to personalities * (1:12:05) AI and HCI in recent years * (1:17:05) Philosophy of design and the d.school * (1:21:20) Designing AI systems for people * (1:25:10) Prof. Winograd’s perspective on watermarking for detecting GPT outputs * (1:25:55) The politics of being a technologist * (1:30:10) Echos of the past in AI regulation and competition and learning from history * (1:32:34) Outro Links: * Professor Winograd’s Homepage * Papers/topics discussed: * SHRDLU * Beyond Programming Languages * What Does It Mean to Understand Language? * The PageRank Citation Ranking * Stanford Digital Libraries project * Talk: My Politics as a Technologist
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