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Duration 21 hours
Course Outline
Grasping Mastra Architecture and Operational Principles
- Key components and their roles in production.
- Integration patterns supported for enterprise environments.
- Considerations for security and governance.
Readying Environments for Agent Deployment
- Setting up container runtime environments.
- Preparing Kubernetes clusters for AI agent workloads.
- Administering secrets, credentials, and configuration stores.
Implementing Mastra AI Agents
- Packaging agents for release.
- Leveraging GitOps and CI/CD for automated delivery.
- Verifying deployments via structured testing.
Scaling Approaches for Production AI Agents
- Horizontal scaling models.
- Autoscaling using HPA, KEDA, and event-driven triggers.
- Strategies for load distribution and request handling.
Observability, Monitoring, and Logging for AI Agents
- Best practices for telemetry instrumentation.
- Incorporating Prometheus, Grafana, and logging stacks.
- Monitoring agent performance, drift, and operational anomalies.
Enhancing Performance and Resource Efficiency
- Profiling agent workloads.
- Boosting inference performance and minimizing latency.
- Cost-optimization strategies for large-scale agent deployments.
Reliability, Resilience, and Failure Management
- Designing for resilience under heavy load.
- Applying circuit breaking, retries, and rate limiting.
- Disaster recovery planning for agent-based systems.
Embedding Mastra into Enterprise Ecosystems
- Connecting with APIs, data pipelines, and event buses.
- Aligning agent deployments with enterprise DevSecOps practices.
- Adapting architectures to fit existing platform environments.
Recap and Future Directions
Requirements
- Foundational knowledge of containerization and orchestration.
- Practical experience with CI/CD workflows.
- Understanding of core AI model deployment concepts.
Target Audience
- DevOps engineers.
- Backend developers.
- Platform engineers managing AI workloads.
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 4800 € + VAT*
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