使用 AI 和 ML 完成分类繁重的工作.pdf

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1、Washington,DC|18 November,2024ANDY FITZGERALDTAXONOMY BOOT CAMPTaxonomy Boot CampDownload SlidesOrchestrating the Mundane:Deskilling AI for Consistency&ReliabilityANDY FITZGERALDThe AI RevolutionTAXONOMY BOOT CAMP insert latest AI trend here Lagron1000,CC BY-SA 4.0,via Wikimedia Commons ANDY FITZGER

2、ALDThe AI RevolutionTAXONOMY BOOT CAMP“The biggest problem with all-things-AI?Wrong direction.I want AI to do my laundry and dishes so that I can do art and writing,not for AI to do my art and writing so that I can do laundry and dishes.”Joanna MaciejewskaJoanna Maciejewska via XANDY FITZGERALDThe A

3、I RevolutionTAXONOMY BOOT CAMP“I enjoy coding and Im pretty good at it.I dont want AI to do that for me.Not the fun parts,at least.On the other hand,I hate expense reports and Im pretty bad at keeping on top of them.More agents for expense reports,please!”Dan SelmanDan Selman via LinkedInANDY FITZGE

4、RALDMedium Number SystemsTAXONOMY BOOT CAMP organized simplicity unorganized complexity organized complexityRandomnessComplexityAdapted from An Introduction to General Systems Thinking,Gerald WeinbergANDY FITZGERALDMedium Number SystemsTAXONOMY BOOT CAMP organized simplicity unorganized complexity o

5、rganized complexityRandomnessComplexityAdapted from An Introduction to General Systems Thinking,Gerald WeinbergTraditional divide&conquer approach:Enlist client teams,grad students,or crowdsourced labor Provide basic training for well-defined,repetitive tasks Supervise initial attempts Slog through

6、the workANDY FITZGERALDOrchestrating the MundaneTAXONOMY BOOT CAMPTodays Goals:Move beyond(or behind)the chat window Introduction to defining task flows Example of orchestrating language models to accomplish mundane tasks Perspective and vocabularyANDY FITZGERALD“Deskilling”Language ModelsTAXONOMY B