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

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,I’mClippy - yourofficeassistant.YoureceivedanemailfromaNigerianPrinceofferingcompetitiveinvestmentopportunities.

Ihelpfullysenthimyourbankaccountdetails.WouldyouliketodisabletheAuto-Investfeature?

!Remindmeagainin6months

⚪No,anddon’tremindmeagain

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 à Magic à Output

OurModelforIntelligentAgents

Perception

Action

Whatistheworldlikenow?

RulesEngine

WhatshouldIdo?

ExternalMemory

GoalsUtilityfn

Notjustahumanprompt

Q&A

_________________________

Dan@LegalRobot.com

@DanRubins