SlideShare a Scribd company logo
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

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
Dung Hoang
 
Generative AI: Past, Present, and Future – A Practitioner's Perspective
Generative AI: Past, Present, and Future – A Practitioner's PerspectiveGenerative AI: Past, Present, and Future – A Practitioner's Perspective
Generative AI: Past, Present, and Future – A Practitioner's Perspective
Huahai Yang
 
Generative AI - Responsible Path Forward.pdf
Generative AI - Responsible Path Forward.pdfGenerative AI - Responsible Path Forward.pdf
Generative AI - Responsible Path Forward.pdf
Saeed Al Dhaheri
 
Generative-AI-in-enterprise-20230615.pdf
Generative-AI-in-enterprise-20230615.pdfGenerative-AI-in-enterprise-20230615.pdf
Generative-AI-in-enterprise-20230615.pdf
Liming Zhu
 
Using the power of Generative AI at scale
Using the power of Generative AI at scaleUsing the power of Generative AI at scale
Using the power of Generative AI at scale
Maxim Salnikov
 
An Introduction to Generative AI - May 18, 2023
An Introduction  to Generative AI - May 18, 2023An Introduction  to Generative AI - May 18, 2023
An Introduction to Generative AI - May 18, 2023
CoriFaklaris1
 
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
 
[DSC DACH 23] ChatGPT and Beyond: How generative AI is Changing the way peopl...
[DSC DACH 23] ChatGPT and Beyond: How generative AI is Changing the way peopl...[DSC DACH 23] ChatGPT and Beyond: How generative AI is Changing the way peopl...
[DSC DACH 23] ChatGPT and Beyond: How generative AI is Changing the way peopl...
DataScienceConferenc1
 
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
VINCI Digital - Industrial IoT (IIoT) Strategic Advisory
 
The Rise of the LLMs - How I Learned to Stop Worrying & Love the GPT!
The Rise of the LLMs - How I Learned to Stop Worrying & Love the GPT!The Rise of the LLMs - How I Learned to Stop Worrying & Love the GPT!
The Rise of the LLMs - How I Learned to Stop Worrying & Love the GPT!
taozen
 
Journey of Generative AI
Journey of Generative AIJourney of Generative AI
Journey of Generative AI
thomasjvarghese49
 
The current state of generative AI
The current state of generative AIThe current state of generative AI
The current state of generative AI
Benjaminlapid1
 
Generative AI
Generative AIGenerative AI
Generative AI
All Things Open
 
Using Generative AI
Using Generative AIUsing Generative AI
Using Generative AI
Mark DeLoura
 
ChatGPT, Foundation Models and Web3.pptx
ChatGPT, Foundation Models and Web3.pptxChatGPT, Foundation Models and Web3.pptx
ChatGPT, Foundation Models and Web3.pptx
Jesus Rodriguez
 
Generative AI Risks & Concerns
Generative AI Risks & ConcernsGenerative AI Risks & Concerns
Generative AI Risks & Concerns
Ajitesh Kumar
 
Large Language Models - Chat AI.pdf
Large Language Models - Chat AI.pdfLarge Language Models - Chat AI.pdf
Large Language Models - Chat AI.pdf
David Rostcheck
 
The Creative Ai storm
The Creative Ai stormThe Creative Ai storm
The Creative Ai storm
Leandro Righini
 
Generative AI at the edge.pdf
Generative AI at the edge.pdfGenerative AI at the edge.pdf
Generative AI at the edge.pdf
Qualcomm Research
 
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
 

What's hot (20)

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
 
Generative AI: Past, Present, and Future – A Practitioner's Perspective
Generative AI: Past, Present, and Future – A Practitioner's PerspectiveGenerative AI: Past, Present, and Future – A Practitioner's Perspective
Generative AI: Past, Present, and Future – A Practitioner's Perspective
 
Generative AI - Responsible Path Forward.pdf
Generative AI - Responsible Path Forward.pdfGenerative AI - Responsible Path Forward.pdf
Generative AI - Responsible Path Forward.pdf
 
Generative-AI-in-enterprise-20230615.pdf
Generative-AI-in-enterprise-20230615.pdfGenerative-AI-in-enterprise-20230615.pdf
Generative-AI-in-enterprise-20230615.pdf
 
Using the power of Generative AI at scale
Using the power of Generative AI at scaleUsing the power of Generative AI at scale
Using the power of Generative AI at scale
 
An Introduction to Generative AI - May 18, 2023
An Introduction  to Generative AI - May 18, 2023An Introduction  to Generative AI - May 18, 2023
An Introduction to Generative AI - May 18, 2023
 
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...
 
[DSC DACH 23] ChatGPT and Beyond: How generative AI is Changing the way peopl...
[DSC DACH 23] ChatGPT and Beyond: How generative AI is Changing the way peopl...[DSC DACH 23] ChatGPT and Beyond: How generative AI is Changing the way peopl...
[DSC DACH 23] ChatGPT and Beyond: How generative AI is Changing the way peopl...
 
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
 
The Rise of the LLMs - How I Learned to Stop Worrying & Love the GPT!
The Rise of the LLMs - How I Learned to Stop Worrying & Love the GPT!The Rise of the LLMs - How I Learned to Stop Worrying & Love the GPT!
The Rise of the LLMs - How I Learned to Stop Worrying & Love the GPT!
 
Journey of Generative AI
Journey of Generative AIJourney of Generative AI
Journey of Generative AI
 
The current state of generative AI
The current state of generative AIThe current state of generative AI
The current state of generative AI
 
Generative AI
Generative AIGenerative AI
Generative AI
 
Using Generative AI
Using Generative AIUsing Generative AI
Using Generative AI
 
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 Risks & Concerns
Generative AI Risks & ConcernsGenerative AI Risks & Concerns
Generative AI Risks & Concerns
 
Large Language Models - Chat AI.pdf
Large Language Models - Chat AI.pdfLarge Language Models - Chat AI.pdf
Large Language Models - Chat AI.pdf
 
The Creative Ai storm
The Creative Ai stormThe Creative Ai storm
The Creative Ai storm
 
Generative AI at the edge.pdf
Generative AI at the edge.pdfGenerative AI at the edge.pdf
Generative AI at the edge.pdf
 
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)
 

Similar to The Future is in Responsible Generative AI

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
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...
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 education
Mix 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 KRCT
krctseo
 
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 Brisbane
Thoughtworks
 
[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
DataScienceConferenc1
 
Artificial Intelligence and life in 2030
Artificial Intelligence and life  in 2030Artificial Intelligence and life  in 2030
Artificial Intelligence and life in 2030
Muazzam ali
 
Artificial Intelligence in Education: Ethical Futures
Artificial Intelligence in Education: Ethical FuturesArtificial Intelligence in Education: Ethical Futures
Artificial Intelligence in Education: Ethical Futures
Robert Farrow
 
Artificial Intelligence (AI) & Society.pptx
Artificial Intelligence (AI) & Society.pptxArtificial Intelligence (AI) & Society.pptx
Artificial Intelligence (AI) & Society.pptx
Dr.A.Prabaharan Professor & Research Director, Public Action
 
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
Lilian 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 economy
Lynn 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 Technology
CyberPro Magazine
 
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
Ishaku Gayus Bwala
 
Aiws presentation leeper rebecca
Aiws presentation leeper rebeccaAiws presentation leeper rebecca
Aiws presentation leeper rebecca
Boston Global Forum
 
Introduction to Exponentials Insights 2016
Introduction to Exponentials Insights 2016Introduction to Exponentials Insights 2016
Introduction to Exponentials Insights 2016
Dean Bonehill ♠Technology for Business♠
 
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
Charles Darwin University
 
AI Ethics presentation (Mentorship program).pptx
AI Ethics presentation (Mentorship program).pptxAI Ethics presentation (Mentorship program).pptx
AI Ethics presentation (Mentorship program).pptx
Selase Kwami
 
Trends in AI.pptx
Trends in AI.pptxTrends in AI.pptx
Trends in AI.pptx
ChanchalaWason
 
Re thinking regulation at the age of AI
Re thinking regulation at the age of AIRe thinking regulation at the age of AI
Re thinking regulation at the age of AI
Lofred Madzou
 

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

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
 
Re thinking regulation at the age of AI
Re thinking regulation at the age of AIRe thinking regulation at the age of AI
Re thinking regulation at the age of AI
 

More from Saeed Al Dhaheri

ZGB - The Role of Generative AI in Government transformation.pdf
ZGB - The Role of Generative AI in Government transformation.pdfZGB - The Role of Generative AI in Government transformation.pdf
ZGB - The Role of Generative AI in Government transformation.pdf
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.pdf
Saeed 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 world
Saeed 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 government
Saeed 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 recommendation
Saeed 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 entrepreneurs
Saeed 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 UAE
Saeed Al Dhaheri
 
Talent Strategies for the Digital Age
Talent Strategies for the Digital AgeTalent Strategies for the Digital Age
Talent Strategies for the Digital Age
Saeed 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 cities
Saeed 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 UAE
Saeed Al Dhaheri
 
Organizational transformation towards Blockchain
Organizational transformation towards BlockchainOrganizational transformation towards Blockchain
Organizational transformation towards Blockchain
Saeed 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 Future
Saeed Al Dhaheri
 
Auditing in the Age of AI
Auditing in the Age of AIAuditing in the Age of AI
Auditing in the Age of AI
Saeed Al Dhaheri
 
UAE AI Strategy and Achievements
UAE AI Strategy and AchievementsUAE AI Strategy and Achievements
UAE AI Strategy and Achievements
Saeed 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 governments
Saeed 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 Challenges
Saeed 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 UAE
Saeed 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 Enterprises
Saeed 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 tourism
Saeed Al Dhaheri
 
Thriving in the Era of Intelligence
Thriving in the Era of IntelligenceThriving in the Era of Intelligence
Thriving in the Era of Intelligence
Saeed Al Dhaheri
 

More from Saeed Al Dhaheri (20)

ZGB - The Role of Generative AI in Government transformation.pdf
ZGB - The Role of Generative AI in Government transformation.pdfZGB - The Role of Generative AI in Government transformation.pdf
ZGB - The Role of Generative AI in Government transformation.pdf
 
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
 

Recently uploaded

find out more about the role of autonomous vehicles in facing global challenges
find out more about the role of autonomous vehicles in facing global challengesfind out more about the role of autonomous vehicles in facing global challenges
find out more about the role of autonomous vehicles in facing global challenges
huseindihon
 
RPA In Healthcare Benefits, Use Case, Trend And Challenges 2024.pptx
RPA In Healthcare Benefits, Use Case, Trend And Challenges 2024.pptxRPA In Healthcare Benefits, Use Case, Trend And Challenges 2024.pptx
RPA In Healthcare Benefits, Use Case, Trend And Challenges 2024.pptx
SynapseIndia
 
Feature sql server terbaru performance.pptx
Feature sql server terbaru performance.pptxFeature sql server terbaru performance.pptx
Feature sql server terbaru performance.pptx
ssuser1915fe1
 
Data Integration Basics: Merging & Joining Data
Data Integration Basics: Merging & Joining DataData Integration Basics: Merging & Joining Data
Data Integration Basics: Merging & Joining Data
Safe Software
 
Google I/O Extended Harare Merged Slides
Google I/O Extended Harare Merged SlidesGoogle I/O Extended Harare Merged Slides
Google I/O Extended Harare Merged Slides
Google Developer Group - Harare
 
(CISOPlatform Summit & SACON 2024) Digital Personal Data Protection Act.pdf
(CISOPlatform Summit & SACON 2024) Digital Personal Data Protection Act.pdf(CISOPlatform Summit & SACON 2024) Digital Personal Data Protection Act.pdf
(CISOPlatform Summit & SACON 2024) Digital Personal Data Protection Act.pdf
Priyanka Aash
 
The Role of IoT in Australian Mobile App Development - PDF Guide
The Role of IoT in Australian Mobile App Development - PDF GuideThe Role of IoT in Australian Mobile App Development - PDF Guide
The Role of IoT in Australian Mobile App Development - PDF Guide
Shiv Technolabs
 
Uncharted Together- Navigating AI's New Frontiers in Libraries
Uncharted Together- Navigating AI's New Frontiers in LibrariesUncharted Together- Navigating AI's New Frontiers in Libraries
Uncharted Together- Navigating AI's New Frontiers in Libraries
Brian Pichman
 
CHAPTER-8 COMPONENTS OF COMPUTER SYSTEM CLASS 9 CBSE
CHAPTER-8 COMPONENTS OF COMPUTER SYSTEM CLASS 9 CBSECHAPTER-8 COMPONENTS OF COMPUTER SYSTEM CLASS 9 CBSE
CHAPTER-8 COMPONENTS OF COMPUTER SYSTEM CLASS 9 CBSE
kumarjarun2010
 
BT & Neo4j: Knowledge Graphs for Critical Enterprise Systems.pptx.pdf
BT & Neo4j: Knowledge Graphs for Critical Enterprise Systems.pptx.pdfBT & Neo4j: Knowledge Graphs for Critical Enterprise Systems.pptx.pdf
BT & Neo4j: Knowledge Graphs for Critical Enterprise Systems.pptx.pdf
Neo4j
 
Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
sunilverma7884
 
Integrating Kafka with MuleSoft 4 and usecase
Integrating Kafka with MuleSoft 4 and usecaseIntegrating Kafka with MuleSoft 4 and usecase
Integrating Kafka with MuleSoft 4 and usecase
shyamraj55
 
IPLOOK Remote-Sensing Satellite Solution
IPLOOK Remote-Sensing Satellite SolutionIPLOOK Remote-Sensing Satellite Solution
IPLOOK Remote-Sensing Satellite Solution
IPLOOK Networks
 
WhatsApp Spy Online Trackers and Monitoring Apps
WhatsApp Spy Online Trackers and Monitoring AppsWhatsApp Spy Online Trackers and Monitoring Apps
WhatsApp Spy Online Trackers and Monitoring Apps
HackersList
 
Litestack talk at Brighton 2024 (Unleashing the power of SQLite for Ruby apps)
Litestack talk at Brighton 2024 (Unleashing the power of SQLite for Ruby apps)Litestack talk at Brighton 2024 (Unleashing the power of SQLite for Ruby apps)
Litestack talk at Brighton 2024 (Unleashing the power of SQLite for Ruby apps)
Muhammad Ali
 
Vulnerability Management: A Comprehensive Overview
Vulnerability Management: A Comprehensive OverviewVulnerability Management: A Comprehensive Overview
Vulnerability Management: A Comprehensive Overview
Steven Carlson
 
July Patch Tuesday
July Patch TuesdayJuly Patch Tuesday
July Patch Tuesday
Ivanti
 
Active Inference is a veryyyyyyyyyyyyyyyyyyyyyyyy
Active Inference is a veryyyyyyyyyyyyyyyyyyyyyyyyActive Inference is a veryyyyyyyyyyyyyyyyyyyyyyyy
Active Inference is a veryyyyyyyyyyyyyyyyyyyyyyyy
RaminGhanbari2
 
The importance of Quality Assurance for ICT Standardization
The importance of Quality Assurance for ICT StandardizationThe importance of Quality Assurance for ICT Standardization
The importance of Quality Assurance for ICT Standardization
Axel Rennoch
 
Best Practices for Effectively Running dbt in Airflow.pdf
Best Practices for Effectively Running dbt in Airflow.pdfBest Practices for Effectively Running dbt in Airflow.pdf
Best Practices for Effectively Running dbt in Airflow.pdf
Tatiana Al-Chueyr
 

Recently uploaded (20)

find out more about the role of autonomous vehicles in facing global challenges
find out more about the role of autonomous vehicles in facing global challengesfind out more about the role of autonomous vehicles in facing global challenges
find out more about the role of autonomous vehicles in facing global challenges
 
RPA In Healthcare Benefits, Use Case, Trend And Challenges 2024.pptx
RPA In Healthcare Benefits, Use Case, Trend And Challenges 2024.pptxRPA In Healthcare Benefits, Use Case, Trend And Challenges 2024.pptx
RPA In Healthcare Benefits, Use Case, Trend And Challenges 2024.pptx
 
Feature sql server terbaru performance.pptx
Feature sql server terbaru performance.pptxFeature sql server terbaru performance.pptx
Feature sql server terbaru performance.pptx
 
Data Integration Basics: Merging & Joining Data
Data Integration Basics: Merging & Joining DataData Integration Basics: Merging & Joining Data
Data Integration Basics: Merging & Joining Data
 
Google I/O Extended Harare Merged Slides
Google I/O Extended Harare Merged SlidesGoogle I/O Extended Harare Merged Slides
Google I/O Extended Harare Merged Slides
 
(CISOPlatform Summit & SACON 2024) Digital Personal Data Protection Act.pdf
(CISOPlatform Summit & SACON 2024) Digital Personal Data Protection Act.pdf(CISOPlatform Summit & SACON 2024) Digital Personal Data Protection Act.pdf
(CISOPlatform Summit & SACON 2024) Digital Personal Data Protection Act.pdf
 
The Role of IoT in Australian Mobile App Development - PDF Guide
The Role of IoT in Australian Mobile App Development - PDF GuideThe Role of IoT in Australian Mobile App Development - PDF Guide
The Role of IoT in Australian Mobile App Development - PDF Guide
 
Uncharted Together- Navigating AI's New Frontiers in Libraries
Uncharted Together- Navigating AI's New Frontiers in LibrariesUncharted Together- Navigating AI's New Frontiers in Libraries
Uncharted Together- Navigating AI's New Frontiers in Libraries
 
CHAPTER-8 COMPONENTS OF COMPUTER SYSTEM CLASS 9 CBSE
CHAPTER-8 COMPONENTS OF COMPUTER SYSTEM CLASS 9 CBSECHAPTER-8 COMPONENTS OF COMPUTER SYSTEM CLASS 9 CBSE
CHAPTER-8 COMPONENTS OF COMPUTER SYSTEM CLASS 9 CBSE
 
BT & Neo4j: Knowledge Graphs for Critical Enterprise Systems.pptx.pdf
BT & Neo4j: Knowledge Graphs for Critical Enterprise Systems.pptx.pdfBT & Neo4j: Knowledge Graphs for Critical Enterprise Systems.pptx.pdf
BT & Neo4j: Knowledge Graphs for Critical Enterprise Systems.pptx.pdf
 
Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
 
Integrating Kafka with MuleSoft 4 and usecase
Integrating Kafka with MuleSoft 4 and usecaseIntegrating Kafka with MuleSoft 4 and usecase
Integrating Kafka with MuleSoft 4 and usecase
 
IPLOOK Remote-Sensing Satellite Solution
IPLOOK Remote-Sensing Satellite SolutionIPLOOK Remote-Sensing Satellite Solution
IPLOOK Remote-Sensing Satellite Solution
 
WhatsApp Spy Online Trackers and Monitoring Apps
WhatsApp Spy Online Trackers and Monitoring AppsWhatsApp Spy Online Trackers and Monitoring Apps
WhatsApp Spy Online Trackers and Monitoring Apps
 
Litestack talk at Brighton 2024 (Unleashing the power of SQLite for Ruby apps)
Litestack talk at Brighton 2024 (Unleashing the power of SQLite for Ruby apps)Litestack talk at Brighton 2024 (Unleashing the power of SQLite for Ruby apps)
Litestack talk at Brighton 2024 (Unleashing the power of SQLite for Ruby apps)
 
Vulnerability Management: A Comprehensive Overview
Vulnerability Management: A Comprehensive OverviewVulnerability Management: A Comprehensive Overview
Vulnerability Management: A Comprehensive Overview
 
July Patch Tuesday
July Patch TuesdayJuly Patch Tuesday
July Patch Tuesday
 
Active Inference is a veryyyyyyyyyyyyyyyyyyyyyyyy
Active Inference is a veryyyyyyyyyyyyyyyyyyyyyyyyActive Inference is a veryyyyyyyyyyyyyyyyyyyyyyyy
Active Inference is a veryyyyyyyyyyyyyyyyyyyyyyyy
 
The importance of Quality Assurance for ICT Standardization
The importance of Quality Assurance for ICT StandardizationThe importance of Quality Assurance for ICT Standardization
The importance of Quality Assurance for ICT Standardization
 
Best Practices for Effectively Running dbt in Airflow.pdf
Best Practices for Effectively Running dbt in Airflow.pdfBest Practices for Effectively Running dbt in Airflow.pdf
Best Practices for Effectively Running dbt in Airflow.pdf
 

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