系统思维助力构建可扩展的负责任的多智能体架构.pdf

1、Systems Thinking forScaling ResponsibleMulti-Agent ArchitecturesNimisha AsthagirinasthagiriGlobal Leader,Scaling AIDopper Member,Technology RadarInfoQ Dev Summit Boston 2025“A system is a big black boxOf which we cant unlock the locks,And all we can find out aboutIs what goes in and what comes out.”

2、-Kenneth Boulding,economist,“General Systems as a Point of View”,1963“If this relations good and stableThen,to predict,we may be able,But if this fails usheaven forbid!Well be compelled to force the lid!”social media addictionsocial media addictionlikesfeeling rewardeddopamine(R)Platformsocial media

3、 addictionlikesfeeling rewardeddopamine(R)Platformonline stalkinglifestyleprivacy sensitivityself controlprocrastinate(R)Time&Privacysocial media addictionlikesfeeling rewardeddopamine(R)Platformidealized contentsocial comparisonself esteemFOMOneed for validation(R)Mental Healthonline stalkinglifest

4、yleprivacy sensitivityself controlprocrastinate(R)Time&Privacysocial media addictionlikesfeeling rewardeddopamine(R)Platformidealized contentsocial comparisonself esteemFOMOneed for validation(R)Mental Healthonline stalkinglifestyleprivacy sensitivityself controlprocrastinate(R)Time&Privacyproductiv

5、itydepressionsocial media addictionlikesfeeling rewardeddopamine(R)Platformidealized contentsocial comparisonself esteemFOMOneed for validation(R)Mental Healthonline stalkinglifestyleprivacy sensitivityself controlprocrastinate(R)Time&Privacyproductivitydepression(B)Screen Time Warning(B)Daily Habit

6、s(B)SMART Actvariable(R)Reinforcing Loops(B)Balancing Loopscausal relationship(x causes y)xyxyincrease in x causes increase in yxyincrease in x causes decrease in yvariable“Good engineering cannot be separated from social awareness and deliberate consideration.”John AndersonPresident,National Academ