人工智能、搜索与信息查找体验的未来.pdf

1、AI,Search,and the Future of ResearchDaniel M.RussellGoogle/Stanford/U.Zrich/YaleMarch 2026Its humans and AIs everywhere2My job 3My job 4I am aMy job My job 5I am a cyber-My job My job 6I am a cyber-tribal-My job My job 7I am a cyber-tribal-techno-My job My job 8I am a cyber-tribal-techno-cognitive-M

2、y job My job 9I am a cyber-tribal-techno-cognitive-anthropologist My job My job I am a cyber-tribal-techno-cognitive-anthropologistI think about how groups of people think about,understand,and use the technology of AI systems.10My job I am also a software engineer&research scientist&university profe

3、ssor.I study how people understand and use AI systems.Particularly how they learn to find and use information.11My job My job12SearchR Dan Russell SearchResearch blog 151617181.AI changes the nature of researchGEN AI will make researchers better Shrinks the gap between the median and the max researc

4、her The best researcher of the future will probably use a different skill set than the best researchers of today.What were teaching has to change.The landscape is shifting rapidly.1920https:/www-cs-faculty.stanford.edu/knuth/papers/claude-cycles.pdf 1.AI changes 1.AI changes the nature of researchna

5、ture of researchGEN AI will make researchers betterFluid,agile,adaptive researchers needed(Why?New tools/systems come available much more rapidly.Things change.Underlying concepts and capabilities)211.AI changes the nature of 1.AI changes the nature of researchresearchWe are living/teaching/learning

6、 in a complex sociotechnical system.AI work is co-intelligence work.23The Intern MetaphorYou dont type keywords into an intern.You give them a briefing.24Example:Visualize Strava data25Fast develop262829Yale undergrads 3031New kinds of research tools Automation of Repetitive Tasks:data entry,schedul