Instructor-led workshop
AI for Engineers
Use Copilot, MCP and local or hosted agents as disciplined engineering tools within a spec-driven development workflow.

Why this workshop
Move engineering teams from ad hoc prompting to repeatable AI-assisted workflows with clear context, tools and review points.
What participants take away
- Engineers can select an appropriate Copilot or agent workflow and evaluate its output against an explicit specification.
- Teams can extend agent capabilities through MCP without losing sight of permissions, observability and human review.
Curriculum
Spec-driven development
Turn intent, constraints and acceptance criteria into durable context for AI-assisted implementation.
Copilot and MCP usage
Use Copilot effectively and connect trusted context or tools through the Model Context Protocol.
Local and hosted agents
Build local Copilot agents and compare them with hosted agent workflows using Azure AI Foundry.
Building MCP servers
Build or scaffold MCP servers that expose focused, reviewable capabilities to engineering agents.
- GitHub Copilot
- Anthropic
- MCP
- GitHub Speckit
- Azure
Tools and platforms
Engineering AI platform
- Copilot
- Anthropic
- MCP
- GitHub Speckit
- Azure
Tailored to the team in the room
Scenarios reflect participants' current expertise, repositories and development practices rather than generic demonstrations.
Agent autonomy and governance depth are matched to the organisation's technology maturity and risk appetite.
Other workshops
Containerisation and Docker
Build a practical container delivery path from local Docker development through automated testing and deployment to Azure or Kubernetes.
- Docker
- Minikube
- GitHub
- Azure
- AzureDevOps
Platform Design
Design an internal platform from first principles, connecting Kubernetes and CNCF capabilities to GitOps workflows and developer experience.
- Kubernetes
- Backstage
- Flux
- ArgoCD
- Istio
- Dapr
- Capsule
- Crossplane
- Prometheus
- Grafana
- FluentD
- Azure
Azure Architecture
Design governed Azure foundations that connect landing zones and networking to integration, eventing, applications and data.
- Azure
Shape a AI for Engineers workshop for your team
We'll agree the emphasis, depth and practical exercises around your engineers and the outcomes you need.