When does class start/end?
Class hours may vary, please reach out to contact@ascendientlearning.com if you have any questions.
Orchestrating Multi-Agent AI Ecosystems
Navigate the complexities of multi-agent systems and production deployment of agentic AI applications. This advanced course covers multi-agent coordination, adaptive learning systems, enterprise...
Read MoreOverview
Navigate the complexities of multi-agent systems and production deployment of agentic AI applications. This advanced course covers multi-agent coordination, adaptive learning systems, enterprise deployment strategies, and security considerations for production environments. Participants will learn to orchestrate teams of agents, implement learning and adaptation mechanisms, and deploy robust agentic systems that can scale in enterprise environments.
Skills Gained
By the end of this course, participants will be able to:
- Design and implement multi-agent systems with effective coordination mechanisms.
- Integrate learning and adaptation capabilities into agentic AI systems.
- Deploy agentic AI applications to production environments with enterprise-grade reliability.
- Implement security, safety, and robustness measures for production agentic systems.
- Monitor, maintain, and scale agentic AI applications in real-world environments.
- Apply governance and compliance frameworks to agentic AI deployments.
Who Can Benefit
- Software Developers
- Data Scientists
- AI/ML Engineers
Prerequisites
- Single-agent development experience (GAI-3101 or equivalent)
- Practical Python programming experience
- Experience developing complex software systems
Course Details
Software
All attendees must have a modern web browser and an Internet connection.
Multi-Agent Systems and Coordination
- Defining Multi-Agent Systems
- Pros and Cons of Multi-Agent Systems
- Challenges of Communication
- Communication Protocols
- Challenge of Coordination, Conflict Resolution, and Coherence
- Types of Coordination - Centralized, Decentralized, Distributed
- Coordination Mechanisms - Auctions, Negotiation, Voting, etc.
- Advanced Multi-Agent Patterns and Architectures
Learning and Adaptation in Agentic AI
- Overview of Learning in Agentic AI
- Learning Mechanisms - Reinforcement, Supervised
- Role of Feedback in Agent Learning
- Self-Learning as a Core Feature of Agentic AI
- Defining Adaptation as Self-Directed Changes to Behavior
- How Agents Can Adapt to New Situations
- Challenges of Adaptation in Complex Environments
- Multi-Agent Learning and Collaborative Adaptation
Building and Deploying Agentic AI Applications
- Designing Multi-Agent AI Applications
- Enterprise Architecture Patterns for Agentic Systems
- Moving from Prototype to Production
- Deployment Strategies - On-Premise, Cloud, Edge
- Containerization and Orchestration of Agent Systems
- Challenges of Scaling Agentic AI Applications
- Monitoring and Maintaining Agentic AI Applications
- Enterprise Integration Patterns
- Cost Optimization and Resource Management
Security, Safety, and Robustness of Agentic Systems
- Security Threats in Agentic AI
- Increased Consequences of Security Breaches in Multi-Agent Systems
- Ensuring Safe Agent Operation at Scale
- Key Issues in Agentic AI Safety
- Ensuring Robustness in Multi-Agent AI Systems
- Sharing Responsibility across Agents
- Governance and Compliance for Production Systems
- Audit Trails and Explainability in Agent Decision-Making
- Risk Management and Incident Response
Schedule
FAQ
Does the course schedule include a Lunchbreak?
Classes typically include a 1-hour lunch break around midday. However, the exact break times and duration can vary depending on the specific class. Your instructor will provide detailed information at the start of the course.
What languages are used to deliver training?
Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.
What does GTR stand for?
GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.
How do I find an Ascendient Learning training location?
We have training locations across the United States and Canada - View a complete list of classroom training locations.
Which delivery formats are available?
At Ascendient Learning, we offer training that is Instructor-Led, Online, Virtual, and Self-Paced.
Does Ascendient Learning deliver group training?
Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.
What does vendor-authorized training mean?
As a vendor-authorized training partner, we offer a curriculum that our partners have vetted. We use the same course materials and facilitate the same labs as our vendor-delivered training. These courses are considered the gold standard and, as such, are priced accordingly.
Is the training too basic, or will you go deep into technology?
It depends on your requirements, your role in your company, and your depth of knowledge. The good news about many of our learning paths, you can start from the fundamentals to highly specialized training.
How up-to-date are your courses and support materials?
We continuously work with our vendors to evaluate and refresh course material to reflect the latest training courses and best practices.
Are your instructors seasoned trainers who have deep knowledge of the training topic?
Ascendient Learning instructors have an average of 27 years of practical IT experience and have also served as consultants for an average of 15 years. To stay current, instructors spend at least 25 percent of their time learning new, emerging technologies and courses.
Do you provide hands-on training and exercises in an actual lab environment?
Lab access is dependent on the vendor and the type of training you sign up for. However, many of our top vendors will provide lab access to students to test and practice. The course description will specify lab access.
Will you customize the training for our company’s specific needs and goals?
We will work with you to identify training needs and areas of growth. We offer a variety of training methods, such as private group training, on-site of your choice, and virtually. We provide courses and certifications that are aligned with your business goals.
How do I get started with certification?
Getting started on a certification pathway depends on your goals and the vendor you choose to get certified in. Many vendors offer entry-level IT certification to advanced IT certification that can boost your career. To get access to certification vouchers and discounts, please contact info@ascendientlearning.com.
Will I get access to content after I complete a course?
You will get access to the PDF of course books and guides, but access to the recording and slides will depend on the vendor and type of training you receive.
How do I request a W9 for Ascendient Learning?
View our filing status and how to request a W9.
Reviews
Good course. I appreciate the time the instructor put into teaching this class.
Both course material and instructor demonstrated a sound foundation on Maximo material
I was very satisfied about how the course was organized. Sean Did a very good work
ExitCertified was a great. They gave me all the materials and information I needed ahead of time to prepare for the course.
The instructor was thorough and they also provided hands-on demonstrations with labs.
