beyond chatbots, toward intelligent agents - dan rubins, ceo legalrobot

Download Beyond Chatbots, Toward Intelligent Agents - Dan Rubins, CEO LegalRobot

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  • BeyondChatbots,TowardIntelligentAgents

    DanRubinsCo-Founder&CEO

  • The promise of bots

  • Tonsofplatforms

  • It would be fun, they said

  • When humans get involved

  • 1. Little actual intelligence

    2. Reliant on human-input

    3. Pre-defined situations

    Problems

  • If we solved these

    problems in isolation

  • Hi,ImClippy - yourofficeassistant.YoureceivedanemailfromaNigerianPrinceofferingcompetitiveinvestmentopportunities.

    Ihelpfullysenthimyourbankaccountdetails.WouldyouliketodisabletheAuto-Investfeature?

    !Remindmeagainin6months

    No,anddontremindmeagain

  • To a man with a hammer,

    everything looks like a nail.

    - Mark Twain

  • Approach the problem

    with a design mindset

  • ProblemSolving

    LanguageUnderstandingReasoning

    PerceptionLearning

    AI Domains

    Agency

  • Models of Intelligent Agents

  • Perception

    Action

    Whatistheworldlikenow?

    RulesEngine

    WhatshouldIdo?

    SimpleReflexAgent

    Russell&Norvig (2003)

  • Model-BasedReflexAgent

    Russell&Norvig (2003)

    Perception

    Action

    Whatistheworldlikenow?

    RulesEngine

    WhatshouldIdo?

    InternalState(Memory)

  • Model-Based,Goal-BasedAgent

    Russell&Norvig (2003)

    Perception

    Action

    Whatistheworldlikenow?

    RulesEngine

    WhatshouldIdo?

    InternalState(Memory)

    GoalsYes/No

  • Model-Based,Utility-BasedAgent

    Russell&Norvig (2003)

    Perception

    Action

    Whatistheworldlikenow?

    RulesEngine

    WhatshouldIdo?

    InternalState(Memory)

    GoalsUtilityfn

  • GeneralLearningAgent

    Russell&Norvig (2003)

    Whatistheworldlikenow?

    Performance

    WhatshouldIdo?

    Learningknowledge

    updates

    Critic

    ProblemGenerator

    Perception

    Action

  • Input Magic Output

  • OurModelforIntelligentAgents

    Perception

    Action

    Whatistheworldlikenow?

    RulesEngine

    WhatshouldIdo?

    ExternalMemory

    GoalsUtilityfn

    Notjustahumanprompt

  • Q&A

    _________________________

    Dan@LegalRobot.com

    @DanRubins