SlideShare a Scribd company logo
1 of 16
Download to read offline
The Future is in Responsible
Generative AI
Saeed Aldhaheri, Ph.D
Director Center for Futures Studies, University of Dubai
President, Robotics and Automation Society
Ecosystems 2030, 2- 4 May 2023, A Coruna, Spain
Embracing our humanity
“The human spirit must prevail over technology.”
- Albert Einstein
2022 Ecosystems 2030
Potential of Generative AI
• What is Generative AI:
• LLMs models that generate text, images, code, videos, music,, etc
• Disrupting nature
• Becoming powerful platforms
• Potential to be used in almost any industry
• Benefits:
• Augmenting human capabilities – < Improve efficiency and productivity
• Democratizing AI, creativity and imagination
• Accelerate R & D
• Easy to consume and customize
• A spark for creativity and creator economy
• Places premium on creativity
• Uses
• Generating arts/writing articles & software/generating ideas/ task
automation/Chatbots/disrupting search
• Consumer sentiment/Marketing/finance/health care/customer
service/NLP-based data analytics/Education/law/
Stable Diffusion ERNIE
Potential of Generative AI
Macroeconomic effects:
“Broad adoption of AI has the potential for major macroeconomic
effects” – Goldman Sachs report
Boosting Global GDP:
Generative AI can boost annual global GDP by 7% ($7 trillion)
in the next 10 years
Productivity growth:
40% of all working hours across all industries can be impacted by
LLMs such as ChatGPT. Accenture report 2023
integrating NLP tools in the workforce could get a 1.5% growth in
the US labor productivity per year, in the next 10 years
Prompt Engineering
Question?
How can we minimize Generative AI Risks
and address its ethical concerns?
With new capabilities comes new risks
January 18, 2023
With new capabilities comes new risks
UNESCO call to implement its Global Ethical Framework
“The world needs stronger ethical rules for artificial
intelligence: this is the challenge of our time.
UNESCO’s Recommendation on the ethics of AI sets
the appropriate normative framework. Our Member
States all endorsed this Recommendation in November
2021. It is high time to implement the strategies and
regulations at national level. We have to walk the talk
and ensure we deliver on the Recommendation’s
objectives.”
- Audrey Azoulay, UNESCO's Director-General
Policy areas
1- Ethical impact assessment
2- Ethical governance
3- Data policy
4- Development and international cooperation
Current AI Tech Industry Approach
• Generative AI is a wild west now
• AI ethics in the back seat
• “Researchers building AI outnumber those focused on safety by 30-to-1 ratio”
- Center for Humane technology
• Moving fast while breaking things
• “It’s important *NOT* to ‘move fast and break things’ for tech as important as AI,”
- Demis Hassabis, DeepMind Founder
• Lunch problematic AI products and label them as “experiment”
• Ethical teams at tech firms are in unsupported atmosphere
• Public trust in generative AI is decreasing
• Industry self-regulation is not sufficient
Image by Tim Bel from Pixabay
With new capabilities comes new risks!
Ethical Risks of Generative AI
• Safety and generating harmful content
• Bias
• Fake news and disinformation - “confident failure”
• “hallucination” – faking things
• Privacy and data protection - Leaks
• Intellectual property & copyright infringement
• Liability & responsibility
• Societal values
• Unemployment and workforce displacement
• Unwanted acceleration: AI tech race – < decline in safety
• Emergent behavior
• The unpredictability!
“sometimes writes plausible-sounding but incorrect or
nonsensical answers”. OpenAI
How to build responsible generative AI?
• Ethics by design and responsible AI by design
• actionable AI ethics principles
• Translate principles into effective governance
• development, deployment, and use
• Respect creators’ choice and control
• Technical tools for Responsible AI
• Support AI ethics team and encourage responsible practices
• Develop new methods for risk assessment
• Data-related risks: safe and inclusive data-set
• Model-related risks: guardrails or NSFW classifiers to eliminate models
harmful/toxic output
• Testing and transparency
• 3rd party auditing and red teams
• Human feedback mechanisms
• Compliance
• Establishing responsible culture
• Responsible AI must be CEO-led
• Development of mature responsible AI capabilities
• Addressing public discomfort around AI
How to build responsible generative AI?
“To be responsible by design, organizations
need to move from a reactive compliance
strategy to the proactive development of
mature Responsible AI capabilities through a
framework that includes principles and
governance; risk, policy and control;
technology and enablers and culture and
training.”
Regulations are necessary to enforce responsible AI
• Debate between regulate and not to regulate
• No effective global effort to regulate AI
• Country specific efforts exist
• Big tech is leaning on EU not regulate GPAI
• Governments need to build capability and capacity
• EU AI Act (AIA)
• Risk-based approach in relations to use cases
• UK AI regulation policy
• “light touch” approach
• Sector specific-approach
• 6 cross-sectorial AI governance principles
• US chamber of commerce calls for AI regulation
• 5 pillars for AI regulation
• Google recommendations for regulating AI
• China released rules for Generative AI
If we use, to achieve our purposes, a mechanical
agency with whose operation we cannot
interfere effectively … we had better be quite
sure that the purpose put into the machine is the
purpose which we really desire.
- Norbert Weiner
Thank you

More Related Content

What's hot

Generative AI at the edge.pdf
Generative AI at the edge.pdfGenerative AI at the edge.pdf
Generative AI at the edge.pdfQualcomm Research
 
Generative-AI-in-enterprise-20230615.pdf
Generative-AI-in-enterprise-20230615.pdfGenerative-AI-in-enterprise-20230615.pdf
Generative-AI-in-enterprise-20230615.pdfLiming Zhu
 
𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐀𝐈: 𝐂𝐡𝐚𝐧𝐠𝐢𝐧𝐠 𝐇𝐨𝐰 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐈𝐧𝐧𝐨𝐯𝐚𝐭𝐞𝐬 𝐚𝐧𝐝 𝐎𝐩𝐞𝐫𝐚𝐭𝐞𝐬
𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐀𝐈: 𝐂𝐡𝐚𝐧𝐠𝐢𝐧𝐠 𝐇𝐨𝐰 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐈𝐧𝐧𝐨𝐯𝐚𝐭𝐞𝐬 𝐚𝐧𝐝 𝐎𝐩𝐞𝐫𝐚𝐭𝐞𝐬𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐀𝐈: 𝐂𝐡𝐚𝐧𝐠𝐢𝐧𝐠 𝐇𝐨𝐰 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐈𝐧𝐧𝐨𝐯𝐚𝐭𝐞𝐬 𝐚𝐧𝐝 𝐎𝐩𝐞𝐫𝐚𝐭𝐞𝐬
𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐀𝐈: 𝐂𝐡𝐚𝐧𝐠𝐢𝐧𝐠 𝐇𝐨𝐰 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐈𝐧𝐧𝐨𝐯𝐚𝐭𝐞𝐬 𝐚𝐧𝐝 𝐎𝐩𝐞𝐫𝐚𝐭𝐞𝐬VINCI Digital - Industrial IoT (IIoT) Strategic Advisory
 
Generative AI and law.pptx
Generative AI and law.pptxGenerative AI and law.pptx
Generative AI and law.pptxChris Marsden
 
Microsoft + OpenAI: Recent Updates (Machine Learning 15minutes! Broadcast #74)
Microsoft + OpenAI: Recent Updates (Machine Learning 15minutes! Broadcast #74)Microsoft + OpenAI: Recent Updates (Machine Learning 15minutes! Broadcast #74)
Microsoft + OpenAI: Recent Updates (Machine Learning 15minutes! Broadcast #74)Naoki (Neo) SATO
 
Generative AI, WiDS 2023.pptx
Generative AI, WiDS 2023.pptxGenerative AI, WiDS 2023.pptx
Generative AI, WiDS 2023.pptxColleen Farrelly
 
Using Generative AI
Using Generative AIUsing Generative AI
Using Generative AIMark DeLoura
 
AI and ML Series - Introduction to Generative AI and LLMs - Session 1
AI and ML Series - Introduction to Generative AI and LLMs - Session 1AI and ML Series - Introduction to Generative AI and LLMs - Session 1
AI and ML Series - Introduction to Generative AI and LLMs - Session 1DianaGray10
 
Exploring Opportunities in the Generative AI Value Chain.pdf
Exploring Opportunities in the Generative AI Value Chain.pdfExploring Opportunities in the Generative AI Value Chain.pdf
Exploring Opportunities in the Generative AI Value Chain.pdfDung Hoang
 
How Does Generative AI Actually Work? (a quick semi-technical introduction to...
How Does Generative AI Actually Work? (a quick semi-technical introduction to...How Does Generative AI Actually Work? (a quick semi-technical introduction to...
How Does Generative AI Actually Work? (a quick semi-technical introduction to...ssuser4edc93
 
AI FOR BUSINESS LEADERS
AI FOR BUSINESS LEADERSAI FOR BUSINESS LEADERS
AI FOR BUSINESS LEADERSAndre Muscat
 
Generative AI Use cases for Enterprise - Second Session
Generative AI Use cases for Enterprise - Second SessionGenerative AI Use cases for Enterprise - Second Session
Generative AI Use cases for Enterprise - Second SessionGene Leybzon
 
Generative AI Use-cases for Enterprise - First Session
Generative AI Use-cases for Enterprise - First SessionGenerative AI Use-cases for Enterprise - First Session
Generative AI Use-cases for Enterprise - First SessionGene Leybzon
 
A Framework for Navigating Generative Artificial Intelligence for Enterprise
A Framework for Navigating Generative Artificial Intelligence for EnterpriseA Framework for Navigating Generative Artificial Intelligence for Enterprise
A Framework for Navigating Generative Artificial Intelligence for EnterpriseRocketSource
 
Generative AI Fundamentals - Databricks
Generative AI Fundamentals - DatabricksGenerative AI Fundamentals - Databricks
Generative AI Fundamentals - DatabricksVijayananda Mohire
 
Google Cloud GenAI Overview_071223.pptx
Google Cloud GenAI Overview_071223.pptxGoogle Cloud GenAI Overview_071223.pptx
Google Cloud GenAI Overview_071223.pptxVishPothapu
 
Thabo Ndlela- Leveraging AI for enhanced Customer Service and Experience
Thabo Ndlela- Leveraging AI for enhanced Customer Service and ExperienceThabo Ndlela- Leveraging AI for enhanced Customer Service and Experience
Thabo Ndlela- Leveraging AI for enhanced Customer Service and Experienceitnewsafrica
 
ChatGPT, Foundation Models and Web3.pptx
ChatGPT, Foundation Models and Web3.pptxChatGPT, Foundation Models and Web3.pptx
ChatGPT, Foundation Models and Web3.pptxJesus Rodriguez
 
GENERATIVE AI, THE FUTURE OF PRODUCTIVITY
GENERATIVE AI, THE FUTURE OF PRODUCTIVITYGENERATIVE AI, THE FUTURE OF PRODUCTIVITY
GENERATIVE AI, THE FUTURE OF PRODUCTIVITYAndre Muscat
 

What's hot (20)

Generative AI at the edge.pdf
Generative AI at the edge.pdfGenerative AI at the edge.pdf
Generative AI at the edge.pdf
 
Generative-AI-in-enterprise-20230615.pdf
Generative-AI-in-enterprise-20230615.pdfGenerative-AI-in-enterprise-20230615.pdf
Generative-AI-in-enterprise-20230615.pdf
 
𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐀𝐈: 𝐂𝐡𝐚𝐧𝐠𝐢𝐧𝐠 𝐇𝐨𝐰 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐈𝐧𝐧𝐨𝐯𝐚𝐭𝐞𝐬 𝐚𝐧𝐝 𝐎𝐩𝐞𝐫𝐚𝐭𝐞𝐬
𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐀𝐈: 𝐂𝐡𝐚𝐧𝐠𝐢𝐧𝐠 𝐇𝐨𝐰 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐈𝐧𝐧𝐨𝐯𝐚𝐭𝐞𝐬 𝐚𝐧𝐝 𝐎𝐩𝐞𝐫𝐚𝐭𝐞𝐬𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐀𝐈: 𝐂𝐡𝐚𝐧𝐠𝐢𝐧𝐠 𝐇𝐨𝐰 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐈𝐧𝐧𝐨𝐯𝐚𝐭𝐞𝐬 𝐚𝐧𝐝 𝐎𝐩𝐞𝐫𝐚𝐭𝐞𝐬
𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐀𝐈: 𝐂𝐡𝐚𝐧𝐠𝐢𝐧𝐠 𝐇𝐨𝐰 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐈𝐧𝐧𝐨𝐯𝐚𝐭𝐞𝐬 𝐚𝐧𝐝 𝐎𝐩𝐞𝐫𝐚𝐭𝐞𝐬
 
Generative AI and law.pptx
Generative AI and law.pptxGenerative AI and law.pptx
Generative AI and law.pptx
 
Microsoft + OpenAI: Recent Updates (Machine Learning 15minutes! Broadcast #74)
Microsoft + OpenAI: Recent Updates (Machine Learning 15minutes! Broadcast #74)Microsoft + OpenAI: Recent Updates (Machine Learning 15minutes! Broadcast #74)
Microsoft + OpenAI: Recent Updates (Machine Learning 15minutes! Broadcast #74)
 
Generative AI, WiDS 2023.pptx
Generative AI, WiDS 2023.pptxGenerative AI, WiDS 2023.pptx
Generative AI, WiDS 2023.pptx
 
Using Generative AI
Using Generative AIUsing Generative AI
Using Generative AI
 
AI and ML Series - Introduction to Generative AI and LLMs - Session 1
AI and ML Series - Introduction to Generative AI and LLMs - Session 1AI and ML Series - Introduction to Generative AI and LLMs - Session 1
AI and ML Series - Introduction to Generative AI and LLMs - Session 1
 
Exploring Opportunities in the Generative AI Value Chain.pdf
Exploring Opportunities in the Generative AI Value Chain.pdfExploring Opportunities in the Generative AI Value Chain.pdf
Exploring Opportunities in the Generative AI Value Chain.pdf
 
The future of AI is hybrid
The future of AI is hybridThe future of AI is hybrid
The future of AI is hybrid
 
How Does Generative AI Actually Work? (a quick semi-technical introduction to...
How Does Generative AI Actually Work? (a quick semi-technical introduction to...How Does Generative AI Actually Work? (a quick semi-technical introduction to...
How Does Generative AI Actually Work? (a quick semi-technical introduction to...
 
AI FOR BUSINESS LEADERS
AI FOR BUSINESS LEADERSAI FOR BUSINESS LEADERS
AI FOR BUSINESS LEADERS
 
Generative AI Use cases for Enterprise - Second Session
Generative AI Use cases for Enterprise - Second SessionGenerative AI Use cases for Enterprise - Second Session
Generative AI Use cases for Enterprise - Second Session
 
Generative AI Use-cases for Enterprise - First Session
Generative AI Use-cases for Enterprise - First SessionGenerative AI Use-cases for Enterprise - First Session
Generative AI Use-cases for Enterprise - First Session
 
A Framework for Navigating Generative Artificial Intelligence for Enterprise
A Framework for Navigating Generative Artificial Intelligence for EnterpriseA Framework for Navigating Generative Artificial Intelligence for Enterprise
A Framework for Navigating Generative Artificial Intelligence for Enterprise
 
Generative AI Fundamentals - Databricks
Generative AI Fundamentals - DatabricksGenerative AI Fundamentals - Databricks
Generative AI Fundamentals - Databricks
 
Google Cloud GenAI Overview_071223.pptx
Google Cloud GenAI Overview_071223.pptxGoogle Cloud GenAI Overview_071223.pptx
Google Cloud GenAI Overview_071223.pptx
 
Thabo Ndlela- Leveraging AI for enhanced Customer Service and Experience
Thabo Ndlela- Leveraging AI for enhanced Customer Service and ExperienceThabo Ndlela- Leveraging AI for enhanced Customer Service and Experience
Thabo Ndlela- Leveraging AI for enhanced Customer Service and Experience
 
ChatGPT, Foundation Models and Web3.pptx
ChatGPT, Foundation Models and Web3.pptxChatGPT, Foundation Models and Web3.pptx
ChatGPT, Foundation Models and Web3.pptx
 
GENERATIVE AI, THE FUTURE OF PRODUCTIVITY
GENERATIVE AI, THE FUTURE OF PRODUCTIVITYGENERATIVE AI, THE FUTURE OF PRODUCTIVITY
GENERATIVE AI, THE FUTURE OF PRODUCTIVITY
 

Similar to The Future is in Responsible Generative AI

Generative AI - Responsible Path Forward.pdf
Generative AI - Responsible Path Forward.pdfGenerative AI - Responsible Path Forward.pdf
Generative AI - Responsible Path Forward.pdfSaeed Al Dhaheri
 
Ethical Dimensions of Artificial Intelligence (AI) by Rinshad Choorappara
Ethical Dimensions of Artificial Intelligence (AI) by Rinshad ChoorapparaEthical Dimensions of Artificial Intelligence (AI) by Rinshad Choorappara
Ethical Dimensions of Artificial Intelligence (AI) by Rinshad ChoorapparaRinshad Choorappara
 
Introduction and AI and Future Challenges for Sri Lanka Internet Users by Sh...
Introduction and  AI and Future Challenges for Sri Lanka Internet Users by Sh...Introduction and  AI and Future Challenges for Sri Lanka Internet Users by Sh...
Introduction and AI and Future Challenges for Sri Lanka Internet Users by Sh...Shreedeep Rayamajhi
 
MixTaiwan 20170208-趨勢-程世嘉-future work and education
MixTaiwan 20170208-趨勢-程世嘉-future work and educationMixTaiwan 20170208-趨勢-程世嘉-future work and education
MixTaiwan 20170208-趨勢-程世嘉-future work and educationMix Taiwan
 
Emerging Trends in AI and data science IN KRCT
Emerging Trends in AI and data science IN KRCTEmerging Trends in AI and data science IN KRCT
Emerging Trends in AI and data science IN KRCTkrctseo
 
Show & TEL Ethics & Technology-Enhanced Learning
Show & TEL Ethics & Technology-Enhanced Learning  Show & TEL Ethics & Technology-Enhanced Learning
Show & TEL Ethics & Technology-Enhanced Learning Robert Farrow
 
Building an Equitable Tech Future - By ThoughtWorks Brisbane
Building an Equitable Tech Future - By ThoughtWorks BrisbaneBuilding an Equitable Tech Future - By ThoughtWorks Brisbane
Building an Equitable Tech Future - By ThoughtWorks BrisbaneThoughtworks
 
[DSC Europe 23] Luciano Catani - AI in Diplomacy.PDF
[DSC Europe 23] Luciano Catani - AI in Diplomacy.PDF[DSC Europe 23] Luciano Catani - AI in Diplomacy.PDF
[DSC Europe 23] Luciano Catani - AI in Diplomacy.PDFDataScienceConferenc1
 
Artificial Intelligence and life in 2030
Artificial Intelligence and life  in 2030Artificial Intelligence and life  in 2030
Artificial Intelligence and life in 2030Muazzam ali
 
Artificial Intelligence in Education: Ethical Futures
Artificial Intelligence in Education: Ethical FuturesArtificial Intelligence in Education: Ethical Futures
Artificial Intelligence in Education: Ethical FuturesRobert Farrow
 
Global Governance of Generative AI: The Right Way Forward
Global Governance of Generative AI: The Right Way ForwardGlobal Governance of Generative AI: The Right Way Forward
Global Governance of Generative AI: The Right Way ForwardLilian Edwards
 
The new fundamentals-Seizing opportunities with AI in the cognitive economy
The new fundamentals-Seizing opportunities with AI in the cognitive economyThe new fundamentals-Seizing opportunities with AI in the cognitive economy
The new fundamentals-Seizing opportunities with AI in the cognitive economyLynn Reyes
 
Artificial Intelligence: Shaping the Future of Technology
Artificial Intelligence: Shaping the Future of TechnologyArtificial Intelligence: Shaping the Future of Technology
Artificial Intelligence: Shaping the Future of Technologycyberprosocial
 
AI Ethics and Implications For Developing Societies.pptx
AI Ethics and Implications For Developing Societies.pptxAI Ethics and Implications For Developing Societies.pptx
AI Ethics and Implications For Developing Societies.pptxIshaku Gayus Bwala
 
Aiws presentation leeper rebecca
Aiws presentation leeper rebeccaAiws presentation leeper rebecca
Aiws presentation leeper rebeccaBoston Global Forum
 
Creating a new culture around authenticity and generative AI
Creating a new culture around authenticity and generative AICreating a new culture around authenticity and generative AI
Creating a new culture around authenticity and generative AICharles Darwin University
 
AI Ethics presentation (Mentorship program).pptx
AI Ethics presentation (Mentorship program).pptxAI Ethics presentation (Mentorship program).pptx
AI Ethics presentation (Mentorship program).pptxSelase Kwami
 

Similar to The Future is in Responsible Generative AI (20)

Generative AI - Responsible Path Forward.pdf
Generative AI - Responsible Path Forward.pdfGenerative AI - Responsible Path Forward.pdf
Generative AI - Responsible Path Forward.pdf
 
Ethical Dimensions of Artificial Intelligence (AI) by Rinshad Choorappara
Ethical Dimensions of Artificial Intelligence (AI) by Rinshad ChoorapparaEthical Dimensions of Artificial Intelligence (AI) by Rinshad Choorappara
Ethical Dimensions of Artificial Intelligence (AI) by Rinshad Choorappara
 
Introduction and AI and Future Challenges for Sri Lanka Internet Users by Sh...
Introduction and  AI and Future Challenges for Sri Lanka Internet Users by Sh...Introduction and  AI and Future Challenges for Sri Lanka Internet Users by Sh...
Introduction and AI and Future Challenges for Sri Lanka Internet Users by Sh...
 
MixTaiwan 20170208-趨勢-程世嘉-future work and education
MixTaiwan 20170208-趨勢-程世嘉-future work and educationMixTaiwan 20170208-趨勢-程世嘉-future work and education
MixTaiwan 20170208-趨勢-程世嘉-future work and education
 
Emerging Trends in AI and data science IN KRCT
Emerging Trends in AI and data science IN KRCTEmerging Trends in AI and data science IN KRCT
Emerging Trends in AI and data science IN KRCT
 
Show & TEL Ethics & Technology-Enhanced Learning
Show & TEL Ethics & Technology-Enhanced Learning  Show & TEL Ethics & Technology-Enhanced Learning
Show & TEL Ethics & Technology-Enhanced Learning
 
Building an Equitable Tech Future - By ThoughtWorks Brisbane
Building an Equitable Tech Future - By ThoughtWorks BrisbaneBuilding an Equitable Tech Future - By ThoughtWorks Brisbane
Building an Equitable Tech Future - By ThoughtWorks Brisbane
 
[DSC Europe 23] Luciano Catani - AI in Diplomacy.PDF
[DSC Europe 23] Luciano Catani - AI in Diplomacy.PDF[DSC Europe 23] Luciano Catani - AI in Diplomacy.PDF
[DSC Europe 23] Luciano Catani - AI in Diplomacy.PDF
 
Artificial Intelligence and life in 2030
Artificial Intelligence and life  in 2030Artificial Intelligence and life  in 2030
Artificial Intelligence and life in 2030
 
Artificial Intelligence in Education: Ethical Futures
Artificial Intelligence in Education: Ethical FuturesArtificial Intelligence in Education: Ethical Futures
Artificial Intelligence in Education: Ethical Futures
 
Artificial Intelligence (AI) & Society.pptx
Artificial Intelligence (AI) & Society.pptxArtificial Intelligence (AI) & Society.pptx
Artificial Intelligence (AI) & Society.pptx
 
Global Governance of Generative AI: The Right Way Forward
Global Governance of Generative AI: The Right Way ForwardGlobal Governance of Generative AI: The Right Way Forward
Global Governance of Generative AI: The Right Way Forward
 
The new fundamentals-Seizing opportunities with AI in the cognitive economy
The new fundamentals-Seizing opportunities with AI in the cognitive economyThe new fundamentals-Seizing opportunities with AI in the cognitive economy
The new fundamentals-Seizing opportunities with AI in the cognitive economy
 
Artificial Intelligence: Shaping the Future of Technology
Artificial Intelligence: Shaping the Future of TechnologyArtificial Intelligence: Shaping the Future of Technology
Artificial Intelligence: Shaping the Future of Technology
 
AI Ethics and Implications For Developing Societies.pptx
AI Ethics and Implications For Developing Societies.pptxAI Ethics and Implications For Developing Societies.pptx
AI Ethics and Implications For Developing Societies.pptx
 
Aiws presentation leeper rebecca
Aiws presentation leeper rebeccaAiws presentation leeper rebecca
Aiws presentation leeper rebecca
 
Introduction to Exponentials Insights 2016
Introduction to Exponentials Insights 2016Introduction to Exponentials Insights 2016
Introduction to Exponentials Insights 2016
 
Creating a new culture around authenticity and generative AI
Creating a new culture around authenticity and generative AICreating a new culture around authenticity and generative AI
Creating a new culture around authenticity and generative AI
 
AI Ethics presentation (Mentorship program).pptx
AI Ethics presentation (Mentorship program).pptxAI Ethics presentation (Mentorship program).pptx
AI Ethics presentation (Mentorship program).pptx
 
Trends in AI.pptx
Trends in AI.pptxTrends in AI.pptx
Trends in AI.pptx
 

More from Saeed Al Dhaheri

The Power of Generative AI in Accelerating No Code Adoption.pdf
The Power of Generative AI in Accelerating No Code Adoption.pdfThe Power of Generative AI in Accelerating No Code Adoption.pdf
The Power of Generative AI in Accelerating No Code Adoption.pdfSaeed Al Dhaheri
 
How to Grow Tech Entrepreneurs in the UAE and the Arab world
How to Grow Tech Entrepreneurs in the UAE and the Arab worldHow to Grow Tech Entrepreneurs in the UAE and the Arab world
How to Grow Tech Entrepreneurs in the UAE and the Arab worldSaeed Al Dhaheri
 
The future of remote work in the UAE government
The future of remote work in the UAE governmentThe future of remote work in the UAE government
The future of remote work in the UAE governmentSaeed Al Dhaheri
 
The UAE Digital Economy Post COVID-19: Value creation and policy recommendation
The UAE Digital Economy Post COVID-19: Value creation and policy recommendationThe UAE Digital Economy Post COVID-19: Value creation and policy recommendation
The UAE Digital Economy Post COVID-19: Value creation and policy recommendationSaeed Al Dhaheri
 
The digital startup ecosystem in the uae how to grow tech entrepreneurs
The digital startup ecosystem in the uae how to grow tech entrepreneursThe digital startup ecosystem in the uae how to grow tech entrepreneurs
The digital startup ecosystem in the uae how to grow tech entrepreneursSaeed Al Dhaheri
 
The Future of Industry 4.0 in UAE
The Future of Industry 4.0 in UAEThe Future of Industry 4.0 in UAE
The Future of Industry 4.0 in UAESaeed Al Dhaheri
 
Talent Strategies for the Digital Age
Talent Strategies for the Digital AgeTalent Strategies for the Digital Age
Talent Strategies for the Digital AgeSaeed Al Dhaheri
 
How disruptive technologies are reshaping the future of cities
How disruptive technologies are reshaping the future of citiesHow disruptive technologies are reshaping the future of cities
How disruptive technologies are reshaping the future of citiesSaeed Al Dhaheri
 
Clearing the Path to an AI Future in UAE
Clearing the Path to an AI Future in UAEClearing the Path to an AI Future in UAE
Clearing the Path to an AI Future in UAESaeed Al Dhaheri
 
Organizational transformation towards Blockchain
Organizational transformation towards BlockchainOrganizational transformation towards Blockchain
Organizational transformation towards BlockchainSaeed Al Dhaheri
 
Cryptocurrencies: Current Reality and it's Future
Cryptocurrencies: Current Reality and it's FutureCryptocurrencies: Current Reality and it's Future
Cryptocurrencies: Current Reality and it's FutureSaeed Al Dhaheri
 
UAE AI Strategy and Achievements
UAE AI Strategy and AchievementsUAE AI Strategy and Achievements
UAE AI Strategy and AchievementsSaeed Al Dhaheri
 
Artifical intelligence and the future of gcc governments
Artifical intelligence and the future of gcc governmentsArtifical intelligence and the future of gcc governments
Artifical intelligence and the future of gcc governmentsSaeed Al Dhaheri
 
Executing the UAE AI Strategy: Opportunities and Challenges
Executing the UAE AI Strategy: Opportunities and ChallengesExecuting the UAE AI Strategy: Opportunities and Challenges
Executing the UAE AI Strategy: Opportunities and ChallengesSaeed Al Dhaheri
 
How AI is Transforming Government Services in the UAE
How AI is Transforming Government Services in the UAEHow AI is Transforming Government Services in the UAE
How AI is Transforming Government Services in the UAESaeed Al Dhaheri
 
The UAE AI Strategy: Building Intelligent Enterprises
The UAE AI Strategy: Building Intelligent EnterprisesThe UAE AI Strategy: Building Intelligent Enterprises
The UAE AI Strategy: Building Intelligent EnterprisesSaeed Al Dhaheri
 
How disruptive technologies are shaping the future of tourism
How disruptive technologies are shaping the future of tourismHow disruptive technologies are shaping the future of tourism
How disruptive technologies are shaping the future of tourismSaeed Al Dhaheri
 
Thriving in the Era of Intelligence
Thriving in the Era of IntelligenceThriving in the Era of Intelligence
Thriving in the Era of IntelligenceSaeed Al Dhaheri
 
AI: the new competitive advantage
AI: the new competitive advantageAI: the new competitive advantage
AI: the new competitive advantageSaeed Al Dhaheri
 

More from Saeed Al Dhaheri (20)

The Power of Generative AI in Accelerating No Code Adoption.pdf
The Power of Generative AI in Accelerating No Code Adoption.pdfThe Power of Generative AI in Accelerating No Code Adoption.pdf
The Power of Generative AI in Accelerating No Code Adoption.pdf
 
How to Grow Tech Entrepreneurs in the UAE and the Arab world
How to Grow Tech Entrepreneurs in the UAE and the Arab worldHow to Grow Tech Entrepreneurs in the UAE and the Arab world
How to Grow Tech Entrepreneurs in the UAE and the Arab world
 
The future of remote work in the UAE government
The future of remote work in the UAE governmentThe future of remote work in the UAE government
The future of remote work in the UAE government
 
The UAE Digital Economy Post COVID-19: Value creation and policy recommendation
The UAE Digital Economy Post COVID-19: Value creation and policy recommendationThe UAE Digital Economy Post COVID-19: Value creation and policy recommendation
The UAE Digital Economy Post COVID-19: Value creation and policy recommendation
 
The digital startup ecosystem in the uae how to grow tech entrepreneurs
The digital startup ecosystem in the uae how to grow tech entrepreneursThe digital startup ecosystem in the uae how to grow tech entrepreneurs
The digital startup ecosystem in the uae how to grow tech entrepreneurs
 
The Future of Industry 4.0 in UAE
The Future of Industry 4.0 in UAEThe Future of Industry 4.0 in UAE
The Future of Industry 4.0 in UAE
 
Talent Strategies for the Digital Age
Talent Strategies for the Digital AgeTalent Strategies for the Digital Age
Talent Strategies for the Digital Age
 
How disruptive technologies are reshaping the future of cities
How disruptive technologies are reshaping the future of citiesHow disruptive technologies are reshaping the future of cities
How disruptive technologies are reshaping the future of cities
 
Clearing the Path to an AI Future in UAE
Clearing the Path to an AI Future in UAEClearing the Path to an AI Future in UAE
Clearing the Path to an AI Future in UAE
 
Organizational transformation towards Blockchain
Organizational transformation towards BlockchainOrganizational transformation towards Blockchain
Organizational transformation towards Blockchain
 
Cryptocurrencies: Current Reality and it's Future
Cryptocurrencies: Current Reality and it's FutureCryptocurrencies: Current Reality and it's Future
Cryptocurrencies: Current Reality and it's Future
 
Auditing in the Age of AI
Auditing in the Age of AIAuditing in the Age of AI
Auditing in the Age of AI
 
UAE AI Strategy and Achievements
UAE AI Strategy and AchievementsUAE AI Strategy and Achievements
UAE AI Strategy and Achievements
 
Artifical intelligence and the future of gcc governments
Artifical intelligence and the future of gcc governmentsArtifical intelligence and the future of gcc governments
Artifical intelligence and the future of gcc governments
 
Executing the UAE AI Strategy: Opportunities and Challenges
Executing the UAE AI Strategy: Opportunities and ChallengesExecuting the UAE AI Strategy: Opportunities and Challenges
Executing the UAE AI Strategy: Opportunities and Challenges
 
How AI is Transforming Government Services in the UAE
How AI is Transforming Government Services in the UAEHow AI is Transforming Government Services in the UAE
How AI is Transforming Government Services in the UAE
 
The UAE AI Strategy: Building Intelligent Enterprises
The UAE AI Strategy: Building Intelligent EnterprisesThe UAE AI Strategy: Building Intelligent Enterprises
The UAE AI Strategy: Building Intelligent Enterprises
 
How disruptive technologies are shaping the future of tourism
How disruptive technologies are shaping the future of tourismHow disruptive technologies are shaping the future of tourism
How disruptive technologies are shaping the future of tourism
 
Thriving in the Era of Intelligence
Thriving in the Era of IntelligenceThriving in the Era of Intelligence
Thriving in the Era of Intelligence
 
AI: the new competitive advantage
AI: the new competitive advantageAI: the new competitive advantage
AI: the new competitive advantage
 

Recently uploaded

CNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In PakistanCNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In Pakistandanishmna97
 
Elevate Developer Efficiency & build GenAI Application with Amazon Q​
Elevate Developer Efficiency & build GenAI Application with Amazon Q​Elevate Developer Efficiency & build GenAI Application with Amazon Q​
Elevate Developer Efficiency & build GenAI Application with Amazon Q​Bhuvaneswari Subramani
 
AI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by AnitarajAI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by AnitarajAnitaRaj43
 
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamDEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamUiPathCommunity
 
TrustArc Webinar - Unified Trust Center for Privacy, Security, Compliance, an...
TrustArc Webinar - Unified Trust Center for Privacy, Security, Compliance, an...TrustArc Webinar - Unified Trust Center for Privacy, Security, Compliance, an...
TrustArc Webinar - Unified Trust Center for Privacy, Security, Compliance, an...TrustArc
 
Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)Zilliz
 
Vector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxVector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxRemote DBA Services
 
TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....
TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....
TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....rightmanforbloodline
 
Introduction to use of FHIR Documents in ABDM
Introduction to use of FHIR Documents in ABDMIntroduction to use of FHIR Documents in ABDM
Introduction to use of FHIR Documents in ABDMKumar Satyam
 
The Zero-ETL Approach: Enhancing Data Agility and Insight
The Zero-ETL Approach: Enhancing Data Agility and InsightThe Zero-ETL Approach: Enhancing Data Agility and Insight
The Zero-ETL Approach: Enhancing Data Agility and InsightSafe Software
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxRustici Software
 
WSO2 Micro Integrator for Enterprise Integration in a Decentralized, Microser...
WSO2 Micro Integrator for Enterprise Integration in a Decentralized, Microser...WSO2 Micro Integrator for Enterprise Integration in a Decentralized, Microser...
WSO2 Micro Integrator for Enterprise Integration in a Decentralized, Microser...WSO2
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Jeffrey Haguewood
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native ApplicationsWSO2
 
Navigating Identity and Access Management in the Modern Enterprise
Navigating Identity and Access Management in the Modern EnterpriseNavigating Identity and Access Management in the Modern Enterprise
Navigating Identity and Access Management in the Modern EnterpriseWSO2
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...Zilliz
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MIND CTI
 
WSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering DevelopersWSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering DevelopersWSO2
 

Recently uploaded (20)

CNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In PakistanCNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In Pakistan
 
Elevate Developer Efficiency & build GenAI Application with Amazon Q​
Elevate Developer Efficiency & build GenAI Application with Amazon Q​Elevate Developer Efficiency & build GenAI Application with Amazon Q​
Elevate Developer Efficiency & build GenAI Application with Amazon Q​
 
AI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by AnitarajAI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by Anitaraj
 
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamDEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
 
TrustArc Webinar - Unified Trust Center for Privacy, Security, Compliance, an...
TrustArc Webinar - Unified Trust Center for Privacy, Security, Compliance, an...TrustArc Webinar - Unified Trust Center for Privacy, Security, Compliance, an...
TrustArc Webinar - Unified Trust Center for Privacy, Security, Compliance, an...
 
Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)
 
Vector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxVector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptx
 
TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....
TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....
TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....
 
Introduction to use of FHIR Documents in ABDM
Introduction to use of FHIR Documents in ABDMIntroduction to use of FHIR Documents in ABDM
Introduction to use of FHIR Documents in ABDM
 
The Zero-ETL Approach: Enhancing Data Agility and Insight
The Zero-ETL Approach: Enhancing Data Agility and InsightThe Zero-ETL Approach: Enhancing Data Agility and Insight
The Zero-ETL Approach: Enhancing Data Agility and Insight
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptx
 
WSO2 Micro Integrator for Enterprise Integration in a Decentralized, Microser...
WSO2 Micro Integrator for Enterprise Integration in a Decentralized, Microser...WSO2 Micro Integrator for Enterprise Integration in a Decentralized, Microser...
WSO2 Micro Integrator for Enterprise Integration in a Decentralized, Microser...
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native Applications
 
Navigating Identity and Access Management in the Modern Enterprise
Navigating Identity and Access Management in the Modern EnterpriseNavigating Identity and Access Management in the Modern Enterprise
Navigating Identity and Access Management in the Modern Enterprise
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024
 
WSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering DevelopersWSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering Developers
 

The Future is in Responsible Generative AI

  • 1. The Future is in Responsible Generative AI Saeed Aldhaheri, Ph.D Director Center for Futures Studies, University of Dubai President, Robotics and Automation Society Ecosystems 2030, 2- 4 May 2023, A Coruna, Spain
  • 2. Embracing our humanity “The human spirit must prevail over technology.” - Albert Einstein
  • 4. Potential of Generative AI • What is Generative AI: • LLMs models that generate text, images, code, videos, music,, etc • Disrupting nature • Becoming powerful platforms • Potential to be used in almost any industry • Benefits: • Augmenting human capabilities – < Improve efficiency and productivity • Democratizing AI, creativity and imagination • Accelerate R & D • Easy to consume and customize • A spark for creativity and creator economy • Places premium on creativity • Uses • Generating arts/writing articles & software/generating ideas/ task automation/Chatbots/disrupting search • Consumer sentiment/Marketing/finance/health care/customer service/NLP-based data analytics/Education/law/ Stable Diffusion ERNIE
  • 5. Potential of Generative AI Macroeconomic effects: “Broad adoption of AI has the potential for major macroeconomic effects” – Goldman Sachs report Boosting Global GDP: Generative AI can boost annual global GDP by 7% ($7 trillion) in the next 10 years Productivity growth: 40% of all working hours across all industries can be impacted by LLMs such as ChatGPT. Accenture report 2023 integrating NLP tools in the workforce could get a 1.5% growth in the US labor productivity per year, in the next 10 years Prompt Engineering
  • 6. Question? How can we minimize Generative AI Risks and address its ethical concerns?
  • 7. With new capabilities comes new risks January 18, 2023
  • 8. With new capabilities comes new risks
  • 9. UNESCO call to implement its Global Ethical Framework “The world needs stronger ethical rules for artificial intelligence: this is the challenge of our time. UNESCO’s Recommendation on the ethics of AI sets the appropriate normative framework. Our Member States all endorsed this Recommendation in November 2021. It is high time to implement the strategies and regulations at national level. We have to walk the talk and ensure we deliver on the Recommendation’s objectives.” - Audrey Azoulay, UNESCO's Director-General Policy areas 1- Ethical impact assessment 2- Ethical governance 3- Data policy 4- Development and international cooperation
  • 10. Current AI Tech Industry Approach • Generative AI is a wild west now • AI ethics in the back seat • “Researchers building AI outnumber those focused on safety by 30-to-1 ratio” - Center for Humane technology • Moving fast while breaking things • “It’s important *NOT* to ‘move fast and break things’ for tech as important as AI,” - Demis Hassabis, DeepMind Founder • Lunch problematic AI products and label them as “experiment” • Ethical teams at tech firms are in unsupported atmosphere • Public trust in generative AI is decreasing • Industry self-regulation is not sufficient Image by Tim Bel from Pixabay
  • 11. With new capabilities comes new risks! Ethical Risks of Generative AI • Safety and generating harmful content • Bias • Fake news and disinformation - “confident failure” • “hallucination” – faking things • Privacy and data protection - Leaks • Intellectual property & copyright infringement • Liability & responsibility • Societal values • Unemployment and workforce displacement • Unwanted acceleration: AI tech race – < decline in safety • Emergent behavior • The unpredictability! “sometimes writes plausible-sounding but incorrect or nonsensical answers”. OpenAI
  • 12. How to build responsible generative AI? • Ethics by design and responsible AI by design • actionable AI ethics principles • Translate principles into effective governance • development, deployment, and use • Respect creators’ choice and control • Technical tools for Responsible AI • Support AI ethics team and encourage responsible practices • Develop new methods for risk assessment • Data-related risks: safe and inclusive data-set • Model-related risks: guardrails or NSFW classifiers to eliminate models harmful/toxic output • Testing and transparency • 3rd party auditing and red teams • Human feedback mechanisms • Compliance • Establishing responsible culture • Responsible AI must be CEO-led • Development of mature responsible AI capabilities • Addressing public discomfort around AI
  • 13. How to build responsible generative AI? “To be responsible by design, organizations need to move from a reactive compliance strategy to the proactive development of mature Responsible AI capabilities through a framework that includes principles and governance; risk, policy and control; technology and enablers and culture and training.”
  • 14. Regulations are necessary to enforce responsible AI • Debate between regulate and not to regulate • No effective global effort to regulate AI • Country specific efforts exist • Big tech is leaning on EU not regulate GPAI • Governments need to build capability and capacity • EU AI Act (AIA) • Risk-based approach in relations to use cases • UK AI regulation policy • “light touch” approach • Sector specific-approach • 6 cross-sectorial AI governance principles • US chamber of commerce calls for AI regulation • 5 pillars for AI regulation • Google recommendations for regulating AI • China released rules for Generative AI
  • 15. If we use, to achieve our purposes, a mechanical agency with whose operation we cannot interfere effectively … we had better be quite sure that the purpose put into the machine is the purpose which we really desire. - Norbert Weiner