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adorsys 2023
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adorsys 2023
AGI & APIs
Crafting the Future of Intelligent Integration at Scale
07.12.2023
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adorsys 2023
adorsys / Marcel Meyer
adorsys im Homeoffice
Konferenzen, Events, Schulungen, Quartals-Meeting, usw.
I am Marcel
Senior Solution Architect
Engineer, Consultant and Teacher
Technology Lead | Chair API Management
Working at adorsys
Design, concept and development
API Strategies
Consulting in API Management
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adorsys 2023
1
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AGI & APIs
Introduction
AGI and APIs: A Synergistic Relationship
3 Challenges and Opportunities
4 Best Practices for Integration
Ethical and Societal Considerations
5
Conclusion and Future Directions
6
5
adorsys 2023
Most AI systems today are
designed for specific tasks or a
narrow range of capabilities.
Narrow AI
AI is a broad term that refers to
machines or systems capable of
performing tasks that typically
require human intelligence.
AGI
AGI would be capable of
applying its intelligence to
a wide variety of tasks and
learning new skills without
being explicitly programmed
for each one.
AGI represents a future state
where AI can perform any
intellectual task that a
human being can.
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adorsys 2023
Variety of Apis
Navigation
and Traffic
Banking and
Financial
These APIs are integral in providing real-time traffic data,
route planning, and navigation assistance. Millions of
people rely on them daily for commuting, traveling, and
logistics.
These APIs allow secure access to financial data, enabling
features like online banking, mobile payments, and personal
finance management.
These APIs connect with smart home devices, allowing
users to control lighting, heating, security, and other home
systems remotely.
EHR APIs allow for the seamless sharing and updating of
patient health records across different healthcare systems.
This ensures that physicians have up-to-date information,
leading to better-informed diagnoses and treatment plans.
Smart Home
and Fabrication
Healthcare
and Medicine
AGI in the world of APIs
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adorsys 2023
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AGI & APIs
Introduction
AGI and APIs: A Synergistic Relationship
3 Challenges and Opportunities
4 Best Practices for Integration
Ethical and Societal Considerations
5
Conclusion and Future Directions
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adorsys 2023
The Future of API Management with AGI
Intuitive Service Selection: Envision an
AGI that curates a personalized travel
experience by analyzing a user's past
destinations, preferences, and reviews.
Impact: Predictive Personalization
Personalized API
Services
Automated
Development Advanced Security
Scalability and
Performance
Real-time Anomaly
Detection
Intelligent Integration
Futuristic Automation: Envision an AGI
system designing a shopping app API
overnight, evolving it by the hour as
market trends shift.
Impact: Rapid Development Acceleration
Proactive Defense Genius: Imagine an
AGI that predicts a new cyberattack
pattern and fortifies a bank's API defenses
before the threat materializes.
Impact: Digital chameleons
Intelligent Bridge: Imagine an AGI which
can request data from one API, transform,
enrich or convert it in real time and send it
to another API
Impact: Global service mesh
Elastic Digital Architecture: Picture a
video streaming service's API effortlessly
scaling during the premiere of a popular
show, without a single glitch.
Impact: Seamless Traffic Surge
Digital Sentry: Picture an AGI identifying
and isolating an unusual surge or fraud
patterns in banking API requests
Impact: Digital immune system
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adorsys 2023
Synergie of AGI and APIs
AGI
APIs as bridge
APIs are crucial in enhancing AGI
capabilities. APIs act as bridges,
allowing AGI systems to access
diverse data sources and
functionalities across different
platforms and services.
Variety of Datasource
APIs in integrating a variety of data
sources. For AGI to be truly
general, it needs access to vast,
varied types of data, which APIs
can facilitate.
APIs as integration
APIs are crucial for connecting
services, platforms and systems as
they provide the entrance to those
APIs are used to control systems
based on decisions made by AGI
APIs to control
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adorsys 2023
1
AGI & APIs
Introduction
AGI and APIs: A Synergistic Relationship
2
Challenges and Opportunities
4 Best Practices for Integration
Ethical and Societal Considerations
5
Conclusion and Future Directions
6
3
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adorsys 2023
Require more sophisticated interfaces and
data handling mechanisms compared to
traditional AI systems.
Technical Challenges
Ensuring data privacy and security in such a
dynamic environment is crucial but challenging.
Scale effectively while maintaining
performance is a key technical hurdle.
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adorsys 2023
Automate many tasks in API development,
management, and integration, freeing up
human resources for more creative
endeavors.
Opportunities for Innovation
AGI can enable the development of more
intelligent, responsive, and user-centric
services.
API infrastructures can continually evolve
and adapt, staying relevant and efficient as
technology advances.
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adorsys 2023
Case Studies and Examples
Healthcare and Medical Diagnosis
Financial Services
Predicting Weather Patterns
AI models, developed in collaboration with
meteorological services like the UK's Met Office, use
historical data to generate hypotheses for radar
maps and predict heavy rainfall within the next 90
minutes. This helps in providing forecasts for
emergency services, energy management, and flood
warning systems.
•AI in Diagnostics: AI systems, integrated with
healthcare APIs, can analyze medical images
(like MRIs or X-rays) to assist in diagnosing
diseases like cancer more accurately and quickly
than traditional methods.
•Patient Data Analysis: AI algorithms can
analyze patient data from various health APIs to
predict health risks, personalize treatment plans,
and improve patient outcomes.
•Fraud Detection: AI systems integrated with
banking and financial APIs can analyze
transaction data in real-time to detect and prevent
fraudulent activities.
•Personalized Banking Services: AI can use
data from banking APIs to offer personalized
financial advice, optimize investment strategies,
and provide tailored customer services.
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adorsys 2023
1
AGI & APIs
Introduction
AGI and APIs: A Synergistic Relationship
2
Challenges and Opportunities
3
Best Practices for Integration
Ethical and Societal Considerations
5
Conclusion and Future Directions
6
4
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adorsys 2023
 Ability to handle the dynamic
and potentially vast demands of
AGI systems
 Ability to manage large volumes
of data and requests
 Stateless architecture
Design Principles for AGI-Ready API Design
Scalability/Dynamic
 Secure against advanced
capabilities of AGI (audits,
updates)
 Sensitive nature of the data
 Robust security protocols
(oAuth)
 Secure data transmission
(https), authentication, and
authorization mechanisms.
 Fexibility and modularity in API
design
 Designed to be easily modified
and extended
 Follow standards (like Rest &
Guidelines)
 Consistent API Contracts for
seamless integration
Security Flexibility/Modularity
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adorsys 2023
 Accurate, consistent, and
reliable data
 More stringent data validation
 Standardization processes
 Requires strict data policies
Preparing Existing APIs for AGI Compatibility
Data
Quality/Consistency
 Necessity of clear and
comprehensive API
documentation
 Includes How-To, data-schemas,
examples
 Proper versioning practices and
update-stragie
 Updates without disrupting the
AGI system
 Need for optimized performance
 Robust error handling
 Designed to handle requests
efficiently and provide
meaningful error responses
API
Documentation/Version
ing
Performance and Error
Handling
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adorsys 2023
1
AGI & APIs
Introduction
AGI and APIs: A Synergistic Relationship
2
Challenges and Opportunities
3
Best Practices for Integration
Ethical and Societal Considerations
4
Conclusion and Future Directions
6
5
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adorsys 2023
Ethical Cosiderations
Data Privacy and Consent Responsibility and Accountability Bias and Fairness
Ethical concerns around
collecting, sharing, and
using data through APIs in
AGI systems.
-> Importance of obtaining
consent and maintaining
transparency with data
subjects.
Risk of biases in AGI
systems, which can arise
from skewed data sets or
flawed algorithms.
-> Bias Detection and
Correction Algorithms
-> Integrate Audit
Mechanisms into API
Design
Challenges of assigning
responsibility and accountability for
decisions made by AGI systems,
especially in critical applications.
-> Actively participate in creating
and adhering to clear guidelines
and regulations
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adorsys 2023
1
AGI & APIs
Introduction
AGI and APIs: A Synergistic Relationship
2
Challenges and Opportunities
3
Best Practices for Integration
Ethical and Societal Considerations
4
Conclusion and Future Directions
5
6
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adorsys 2023
Short Recap
Ethical Considerations
Best Practices for Design
Challenges and Opportunities
AGI vs. Traditional AI
AGI as self learning system
Role of APIs in Today’s World
Wide range of APIs that can benefit from AGI
Synergistic Relationship
APIs act as a bridge for AGI
Security, performance and data
Design for AGI Ready APIs
Data-Handling / API-Contracts
Role of developers and public in AGI
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adorsys 2023
Further Roadmap
Milestone: Enhanced API Automation
•Description: Achieve advanced automation in API development,
testing, and deployment using AI technologies, setting the
foundation for future AGI integration.
•Projected Timeline: Short-term
Milestone: AGI-Driven Security and Data
Management
•Description: Implement AGI-driven systems for real-time
security management and intelligent data integration across
diverse API platforms.
•Projected Timeline: Medium-term
Milestone: Full-Scale Personalization and
Efficiency
•Description: Attain a level where AGI can offer fully
personalized API services and optimize API performance
and scalability dynamically based on real-time data and
user interactions.
•Projected Timeline: Medium to Long-term
Milestone: Autonomous AGI-API Ecosystems
•Description: Realize a fully autonomous AGI-API
ecosystem where AGI can independently manage, adapt,
and innovate within the API landscape, possibly even
creating new APIs or services as needed.
•Projected Timeline: Long-term
22
adorsys 2023
www.adorsys.com | info@adorsys.com
Let‘s craft the future of AGI together

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Apidays Paris 2023 - AGI & APIs: Crafting the Future of Intelligent Integration at Scale, Marcel Meyer, Adorsys

  • 2. 2 adorsys 2023 AGI & APIs Crafting the Future of Intelligent Integration at Scale 07.12.2023
  • 3. 3 adorsys 2023 adorsys / Marcel Meyer adorsys im Homeoffice Konferenzen, Events, Schulungen, Quartals-Meeting, usw. I am Marcel Senior Solution Architect Engineer, Consultant and Teacher Technology Lead | Chair API Management Working at adorsys Design, concept and development API Strategies Consulting in API Management
  • 4. 4 adorsys 2023 1 2 AGI & APIs Introduction AGI and APIs: A Synergistic Relationship 3 Challenges and Opportunities 4 Best Practices for Integration Ethical and Societal Considerations 5 Conclusion and Future Directions 6
  • 5. 5 adorsys 2023 Most AI systems today are designed for specific tasks or a narrow range of capabilities. Narrow AI AI is a broad term that refers to machines or systems capable of performing tasks that typically require human intelligence. AGI AGI would be capable of applying its intelligence to a wide variety of tasks and learning new skills without being explicitly programmed for each one. AGI represents a future state where AI can perform any intellectual task that a human being can.
  • 6. 6 adorsys 2023 Variety of Apis Navigation and Traffic Banking and Financial These APIs are integral in providing real-time traffic data, route planning, and navigation assistance. Millions of people rely on them daily for commuting, traveling, and logistics. These APIs allow secure access to financial data, enabling features like online banking, mobile payments, and personal finance management. These APIs connect with smart home devices, allowing users to control lighting, heating, security, and other home systems remotely. EHR APIs allow for the seamless sharing and updating of patient health records across different healthcare systems. This ensures that physicians have up-to-date information, leading to better-informed diagnoses and treatment plans. Smart Home and Fabrication Healthcare and Medicine AGI in the world of APIs
  • 7. 7 adorsys 2023 2 1 AGI & APIs Introduction AGI and APIs: A Synergistic Relationship 3 Challenges and Opportunities 4 Best Practices for Integration Ethical and Societal Considerations 5 Conclusion and Future Directions 6
  • 8. 8 adorsys 2023 The Future of API Management with AGI Intuitive Service Selection: Envision an AGI that curates a personalized travel experience by analyzing a user's past destinations, preferences, and reviews. Impact: Predictive Personalization Personalized API Services Automated Development Advanced Security Scalability and Performance Real-time Anomaly Detection Intelligent Integration Futuristic Automation: Envision an AGI system designing a shopping app API overnight, evolving it by the hour as market trends shift. Impact: Rapid Development Acceleration Proactive Defense Genius: Imagine an AGI that predicts a new cyberattack pattern and fortifies a bank's API defenses before the threat materializes. Impact: Digital chameleons Intelligent Bridge: Imagine an AGI which can request data from one API, transform, enrich or convert it in real time and send it to another API Impact: Global service mesh Elastic Digital Architecture: Picture a video streaming service's API effortlessly scaling during the premiere of a popular show, without a single glitch. Impact: Seamless Traffic Surge Digital Sentry: Picture an AGI identifying and isolating an unusual surge or fraud patterns in banking API requests Impact: Digital immune system
  • 9. 9 adorsys 2023 Synergie of AGI and APIs AGI APIs as bridge APIs are crucial in enhancing AGI capabilities. APIs act as bridges, allowing AGI systems to access diverse data sources and functionalities across different platforms and services. Variety of Datasource APIs in integrating a variety of data sources. For AGI to be truly general, it needs access to vast, varied types of data, which APIs can facilitate. APIs as integration APIs are crucial for connecting services, platforms and systems as they provide the entrance to those APIs are used to control systems based on decisions made by AGI APIs to control
  • 10. 10 adorsys 2023 1 AGI & APIs Introduction AGI and APIs: A Synergistic Relationship 2 Challenges and Opportunities 4 Best Practices for Integration Ethical and Societal Considerations 5 Conclusion and Future Directions 6 3
  • 11. 11 adorsys 2023 Require more sophisticated interfaces and data handling mechanisms compared to traditional AI systems. Technical Challenges Ensuring data privacy and security in such a dynamic environment is crucial but challenging. Scale effectively while maintaining performance is a key technical hurdle.
  • 12. 12 adorsys 2023 Automate many tasks in API development, management, and integration, freeing up human resources for more creative endeavors. Opportunities for Innovation AGI can enable the development of more intelligent, responsive, and user-centric services. API infrastructures can continually evolve and adapt, staying relevant and efficient as technology advances.
  • 13. 13 adorsys 2023 Case Studies and Examples Healthcare and Medical Diagnosis Financial Services Predicting Weather Patterns AI models, developed in collaboration with meteorological services like the UK's Met Office, use historical data to generate hypotheses for radar maps and predict heavy rainfall within the next 90 minutes. This helps in providing forecasts for emergency services, energy management, and flood warning systems. •AI in Diagnostics: AI systems, integrated with healthcare APIs, can analyze medical images (like MRIs or X-rays) to assist in diagnosing diseases like cancer more accurately and quickly than traditional methods. •Patient Data Analysis: AI algorithms can analyze patient data from various health APIs to predict health risks, personalize treatment plans, and improve patient outcomes. •Fraud Detection: AI systems integrated with banking and financial APIs can analyze transaction data in real-time to detect and prevent fraudulent activities. •Personalized Banking Services: AI can use data from banking APIs to offer personalized financial advice, optimize investment strategies, and provide tailored customer services.
  • 14. 14 adorsys 2023 1 AGI & APIs Introduction AGI and APIs: A Synergistic Relationship 2 Challenges and Opportunities 3 Best Practices for Integration Ethical and Societal Considerations 5 Conclusion and Future Directions 6 4
  • 15. 15 adorsys 2023  Ability to handle the dynamic and potentially vast demands of AGI systems  Ability to manage large volumes of data and requests  Stateless architecture Design Principles for AGI-Ready API Design Scalability/Dynamic  Secure against advanced capabilities of AGI (audits, updates)  Sensitive nature of the data  Robust security protocols (oAuth)  Secure data transmission (https), authentication, and authorization mechanisms.  Fexibility and modularity in API design  Designed to be easily modified and extended  Follow standards (like Rest & Guidelines)  Consistent API Contracts for seamless integration Security Flexibility/Modularity
  • 16. 16 adorsys 2023  Accurate, consistent, and reliable data  More stringent data validation  Standardization processes  Requires strict data policies Preparing Existing APIs for AGI Compatibility Data Quality/Consistency  Necessity of clear and comprehensive API documentation  Includes How-To, data-schemas, examples  Proper versioning practices and update-stragie  Updates without disrupting the AGI system  Need for optimized performance  Robust error handling  Designed to handle requests efficiently and provide meaningful error responses API Documentation/Version ing Performance and Error Handling
  • 17. 17 adorsys 2023 1 AGI & APIs Introduction AGI and APIs: A Synergistic Relationship 2 Challenges and Opportunities 3 Best Practices for Integration Ethical and Societal Considerations 4 Conclusion and Future Directions 6 5
  • 18. 18 adorsys 2023 Ethical Cosiderations Data Privacy and Consent Responsibility and Accountability Bias and Fairness Ethical concerns around collecting, sharing, and using data through APIs in AGI systems. -> Importance of obtaining consent and maintaining transparency with data subjects. Risk of biases in AGI systems, which can arise from skewed data sets or flawed algorithms. -> Bias Detection and Correction Algorithms -> Integrate Audit Mechanisms into API Design Challenges of assigning responsibility and accountability for decisions made by AGI systems, especially in critical applications. -> Actively participate in creating and adhering to clear guidelines and regulations
  • 19. 19 adorsys 2023 1 AGI & APIs Introduction AGI and APIs: A Synergistic Relationship 2 Challenges and Opportunities 3 Best Practices for Integration Ethical and Societal Considerations 4 Conclusion and Future Directions 5 6
  • 20. 20 adorsys 2023 Short Recap Ethical Considerations Best Practices for Design Challenges and Opportunities AGI vs. Traditional AI AGI as self learning system Role of APIs in Today’s World Wide range of APIs that can benefit from AGI Synergistic Relationship APIs act as a bridge for AGI Security, performance and data Design for AGI Ready APIs Data-Handling / API-Contracts Role of developers and public in AGI
  • 21. 21 adorsys 2023 Further Roadmap Milestone: Enhanced API Automation •Description: Achieve advanced automation in API development, testing, and deployment using AI technologies, setting the foundation for future AGI integration. •Projected Timeline: Short-term Milestone: AGI-Driven Security and Data Management •Description: Implement AGI-driven systems for real-time security management and intelligent data integration across diverse API platforms. •Projected Timeline: Medium-term Milestone: Full-Scale Personalization and Efficiency •Description: Attain a level where AGI can offer fully personalized API services and optimize API performance and scalability dynamically based on real-time data and user interactions. •Projected Timeline: Medium to Long-term Milestone: Autonomous AGI-API Ecosystems •Description: Realize a fully autonomous AGI-API ecosystem where AGI can independently manage, adapt, and innovate within the API landscape, possibly even creating new APIs or services as needed. •Projected Timeline: Long-term
  • 22. 22 adorsys 2023 www.adorsys.com | info@adorsys.com Let‘s craft the future of AGI together