Workshops
Give your team room to learn by doing.
Work through AI agents, automation and machine learning with explanations, live demonstrations and hands-on tasks matched to your team’s experience.








What you will learn
Theory, live demos and hands-on work.
Choose topics based on the work your team wants to understand. We discuss experience level and preparation when planning the session.
Explore how agents follow instructions, plan tasks and use tools. Work through the decisions involved in connecting an agent to business systems.
- How agents are structured and make decisions
- Task planning and several agents working together
- Calling tools and connecting to outside systems
- Evaluation, safety and guardrails
Learn when machine learning fits a business problem, how data is prepared and how a model is trained, checked and monitored.
- Supervised and unsupervised learning basics
- Preparing data and building model inputs (feature engineering)
- Training, checking and deploying a model
- Monitoring a model over its life
Use MCP (Model Context Protocol) to connect assistants with tools and data. Explore server setup, permissions and integration patterns.
- How MCP works and how to set up a server
- Building custom tools and resources
- Security, authentication and access control
- Real-world connection patterns
Break an agent’s task into capabilities, instructions and limits. Explore how context, memory and tests shape its behaviour.
- Mapping skills and capabilities
- Instruction patterns for reliable results
- Memory, context and keeping track of state
- Testing and improving step by step
Build the testing and monitoring around an agent: representative tasks, traces, feedback and rollback plans.
- Evaluation and benchmarking
- Logging, tracing and being able to see what the agent did
- Feedback loops and continuous improvement
- Going live and rolling back safely
Plan a session for your team.
Tell us who will attend, what they already know and what they want to be able to do. Include your preferred format and any timing constraints.
We will discuss the topics, hands-on activities and preparation with you before booking.
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