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Duration 21 hours
Course Outline
Understanding Mastra Architecture and Operational Concepts
- Core components and their specific roles in production
- Supported integration patterns for enterprise environments
- Security and governance considerations
Preparing Environments for Agent Deployment
- Configuring container runtime environments
- Preparing Kubernetes clusters to handle AI agent workloads
- Managing secrets, credentials, and configuration stores
Deploying Mastra AI Agents
- Packaging agents for deployment
- Utilising GitOps and CI/CD for automated delivery
- Validating deployments through structured testing
Scaling Strategies for Production AI Agents
- Horizontal scaling patterns
- Autoscaling using HPA, KEDA, and event-driven triggers
- Load distribution and request-handling strategies
Observability, Monitoring, and Logging for AI Agents
- Best practices for telemetry instrumentation
- Integrating Prometheus, Grafana, and logging stacks
- Tracking agent performance, drift, and operational anomalies
Optimising Performance and Resource Efficiency
- Profiling agent workloads
- Improving inference performance and reducing latency
- Cost-optimisation approaches for large-scale agent deployments
Reliability, Resilience, and Failure Handling
- Designing for resilience under high load
- Implementing circuit-breaking, retries, and rate limiting
- Disaster recovery planning for agent-based systems
Integrating Mastra into Enterprise Ecosystems
- Interfacing with APIs, data pipelines, and event buses
- Aligning agent deployments with enterprise DevSecOps practices
- Adapting architectures to existing platform environments
Summary and Next Steps
Requirements
- A solid grasp of containerisation and orchestration principles
- Practical experience with CI/CD workflows
- Knowledge of AI model deployment concepts
Target Audience
- DevOps Engineers
- Backend Developers
- Platform Engineers overseeing AI workloads
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customised 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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