AI Agents and Automation course
build agents that get work done.
A five-day, hands-on course in Cardiff or live online. If you live in Wales and have been made redundant or are under notice, the Welsh Government's ReAct+ grant can pay the full £1,500 fee.
- Duration
- 5 days
- Level
- Intermediate
- Format
- Cardiff or online
- Course fee
- £1,500
When your grant is approved before the course starts. ReAct+ can also help with travel and childcare costs while you train.
What the course covers.
AI agents are programs that can plan steps, use tools and act on your systems. Built well, they take whole tasks off people's desks. Built badly, they make expensive mistakes. This course teaches both how to build them and how to keep them under control.
You work in Python and in low-code automation tools, connect agents to real data through the Model Context Protocol, and design approval steps so a person signs off anything that matters.
- Python
- Tool calling
- LangGraph
- Model Context Protocol
- n8n
- Power Automate
Who it's for
- Developers who want to build agentic systems
- Automation and RPA specialists moving into AI
- Operations staff with some Python who want to automate processes
Before you start
Basic Python, or completion of Python for AI Developers.
By Friday, you'll be able to
- Decide when an agent is the right tool, and when it isn't
- Build an agent loop with tools, memory and state
- Connect agents to data and apps using MCP
- Automate workflows with AI steps in low-code tools
- Add human approval to risky actions
- Log, test and limit what an agent can do
Five days, day by day.
Each day mixes short explanations with hands-on labs. Day five is for finishing and presenting your project.
- Day 1
Agents from first principles
- What makes something an agent
- The tool-calling loop
- Planning and task breakdown
- When a simple script is better
- Day 2
Building agents in Python
- Tools, memory and state
- Plain code versus frameworks
- Agent graphs with LangGraph
- Handling failure
- Day 3
Connecting to real systems
- The Model Context Protocol
- Building an MCP server
- Permissions and scopes
- Working with business data
- Day 4
Workflow automation
- n8n and Power Automate with AI steps
- Triggers, schedules and webhooks
- Human-in-the-loop approvals
- Error handling in workflows
- Day 5
Reliability and delivery
- Logging and tracing
- Evaluating agent behaviour
- Cost and rate limits
- Project demo
A support triage agent
Reads incoming requests, looks up order details through tools, drafts a reply and waits for a person to approve it before anything is sent.
Roles this course prepares you for
- AI automation developer
- Automation engineer
- Integration developer
- AI operations specialist
What you leave with
A working project in your own GitHub portfolio and an Apex Training Wales certificate of completion.
How to get your place fully funded.
ReAct+ is a Welsh Government grant for people affected by redundancy. Your Working Wales adviser makes the application, and we give them the course details they need.
Check you're eligible
Aged 20 or over, living in Wales, with the right to work in the UK, and under notice of redundancy or made redundant in the last six months.
Speak to Working Wales
Call free on 0800 028 4844 or book an appointment online. Tell your adviser you'd like to take AI Agents and Automation.
We send your course details
Contact us and we'll provide the course outline and fee your adviser needs for your ReAct+ application.
Start once approved
When your grant is approved, we confirm your start date. The £1,500 fee is covered, so there's nothing to pay.
Eligibility and grant amounts from Working Wales. Final funding decisions are made by the Welsh Government.
About the course and the funding.
Do I need to know a particular framework?
Are agents safe to use at work?
Who is eligible for ReAct+ funding?
Will I have to pay anything?
Can ReAct+ help with travel or childcare?
What if I'm not eligible for ReAct+?
Ready to retrain in AI? Let's check your funding.
Tell us which course you're interested in and your situation. We'll explain the next steps and send your adviser everything they need.