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The future of agents

by Bill Gates - 2023-12-09 https://www.gatesnotes.com/AI-agents

Contents

AI is about to completely change how you use computers

Bill Gates' View of AI and Agents

  • AI is set to change how we use computers and the software industry
  • Software today is "pretty dumb" and requires telling the device which app to use for tasks
  • Current software has limited understanding of a user's work, personal life, interests, and relationships
  • This will change in the next 5 years with the advent of agents
  • Agents are software that responds to natural language and can accomplish various tasks based on the user's life information
  • Agents will be able to provide a more personalized experience for users
  • The emergence of agents will bring about the biggest revolution in computing since transitioning from typed commands to clicking icons.

A personal assistant for everyone

Agents vs. Bots:

Agents:

  • Dramatically better than past software assistants (e.g., Clippy)
  • Capable of nuanced conversations and personalization
  • Not limited to simple tasks
  • Develop a powerful understanding of the user's activities, relationships, hobbies, preferences, and schedule
  • Proactive and capable of making suggestions before asked
  • Accomplish tasks across applications
  • Improve over time through recognition of intent and patterns in behavior
  • Offer deeply personalized services, such as travel planning

Bots:

  • Limited to one app
  • Step in when a specific word is written or help is requested
  • Do not remember the user's activities from one interaction to the next
  • Cannot learn the user's preferences or improve over time

Impact of Agents:

  • Democratize services that are too expensive for most people, such as health care, education, productivity, entertainment and shopping.

Health care

AI in Healthcare:

  • Main role: administrative tasks (Abridge, Nuance DAX, Nabla Copilot)
  • Future shift: patient assistance and decision making
  • Benefits: improved productivity, accessibility for people in poor countries

Health Agents:

  • Slower rollout due to life or death consequences
  • Evidence needed to prove benefits
  • Affordable mental health therapy through AI agents

Unmet Need for Mental Health Care:

  • Half of U.S. military veterans don't receive mental health care (RAND study)
  • Importance of making therapy more accessible

AI Agents in Mental Health:

  • Understanding life history and relationships
  • Available when needed, never gets impatient
  • Monitor physical responses through smart watches with permission
  • Early chatbots: Wysa, Youper.

Education

Exciting Possibilities of Software for Teachers and Students:

  • Supplement teachers' jobs by:
    • Personalizing learning experience for students
    • Liberating teachers from paperwork and other tasks
    • Allowing teachers to spend more time on important aspects of their job

Current State of the Art: Khanmigo Bot by Khan Academy:

  • Text-based bot that can tutor students in math, science, and humanities
    • Explains concepts like quadratic formula
    • Creates practice problems for students
  • Can also help teachers with tasks like lesson planning

Future Potential of Agents in Education:

  • Agents will open up new learning opportunities
    • Supplemental instruction for students who cannot afford private tutors
  • Customized to individual student's interests and needs
  • Richer and more personalized experience than text-based tutors

Productivity Agents

  • Competition in productivity field: Microsoft (Copilot), Google (Assistant, Bard)
  • Capabilities: turn written documents into slide decks, answer natural language questions about spreadsheets, summarize email threads
  • Future functions: help create business plans and presentations, generate product images, attend meetings and answer questions
  • Integration with daily life: order flowers for friends, schedule catch-ups with old acquaintances
  • Assistance in various settings: office or no office
  • Personalized assistance similar to executive personal assistants.

Entertainment and shopping

AI in Entertainment and Shopping

Advancements:

  • Already assists with TV selection, movie recommendations, books, shows, podcasts (Pix)
  • Spotify's AI-powered DJ makes personalized music suggestions and calls users by name
  • Agents help act on recommendations: placing orders or signing up for streaming services
  • Customized news and entertainment based on interests (CurioAI)

Examples:

  • Recommends movies, shows, books, podcasts based on past preferences
  • Helps with shopping decisions like camera purchase
  • Offers to sign up for streaming services if needed
  • Makes suggestions even when users are unsure what they want.

A shock wave in the tech industry

Impact of Agents in Tech Industry

Agents as Next Platform:

  • Agents will help with various activities and areas of life
  • Ramifications for software business and society will be profound
  • Agents will be the next platform, replacing current ones like Android, iOS, and Windows

Creating New Apps/Services:

  • No need to know code or graphic design to create new apps/services
  • Users can simply tell agents what they want
  • Agents will write code, design app, create logo, and publish it online

Impact on Software Industry:

  • Agents will affect how software is used and written
  • They'll replace search sites, e-commerce platforms, word processors, spreadsheets, etc.
  • Businesses in different areas (search, advertising, shopping, productivity) will become one business

Competition and Pricing:

  • Many AI engines will be available, leading to competition
  • Agents may be free with ads or paid for premium services
  • Companies will have incentive to make agents work on users' behalf

Challenges and Ethical Considerations:

  • Need to address questions about technology and its use
  • Previous writings on ethical considerations of AI apply here.

The technical challenges

Technical Challenges of Personal Agents

Data Structure:

  • No standard data structure for agents yet
  • Need a new type of database to capture nuances of interests and relationships
  • Maintain privacy while quickly recalling information
  • Vector databases may be better for storing machine learning model data

Number of Agents:

  • Will there be separate agents for different aspects (e.g., personal, therapy, math tutor)
  • Timing of collaboration vs. separation

Interaction Methods:

  • Apps, glasses, pendants, pins, holograms are possibilities
  • Earbuds may be the first big breakthrough
    • Agents can speak or appear on phone if needed
    • Enhance sound by blocking out background noise and amplifying hard-to-hear speech

Challenges:

  • Lack of standard protocol for agent communication
  • Affordability to make agents accessible to everyone
  • Easier ways to prompt the agent for accurate responses
  • Prevent hallucinations, especially in sensitive areas like health
  • Ensure agents don't harm people due to biases or malign purposes

Privacy and other big questions

Privacy and Other Big Questions

  • Issues of online privacy and security will become more urgent
  • Need to decide what information agent has access to
  • Confident data is shared only with chosen people/companies
  • Ownership of data: who owns the shared data, how it's used appropriately?
  • Advertising concerns: no one wants targeted ads based on sensitive information
  • Law enforcement use of agents: can they be used as evidence against individuals?
  • When will agent refuse harmful actions?
  • Values built into agents: who picks them?

Sharing Information with Agents

  • Need to control what information shared with friends/family
  • Personal information vs. professional information: when should agent keep quiet?
  • Agents may affect how we interact with loved ones

Impact of Agents on Society

  • Agents could make everyone have a high quality of life without working much
  • Raises questions about purpose in life and societal function
  • Many people still want to get an education despite agents having answers
  • Potential for safe and thriving society with lots of free time remains uncertain.