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AI Agents in Production

A 6-week intensive course.
Build agents that automate business workflows, deployed, monitored, and ready for production.

CourseAI Agents in Production
Starts October 3, 2026
6 Weeks

€1,500

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CourseAI Agents in Production

Course Overview

Build, deploy, and scale autonomous AI agents in 6 weeks

Start Date

October 3, 2026

Duration

6 weeks

Format

Online · Post-work · 2 sessions per week

Investment

€1,500

Language
English / Portuguese
Instructors
3 practitioners
Payment
Single payment
Certificate
Yes, upon completion

What you will ship

By the end of the course, you'll have done all of this, for real:

Deploy autonomous agents

In a container, served as a REST API, with monitoring and cost tracking.

Wire up real tools and APIs

Function calling, MCP, web search, code execution. Beyond the toy retriever.

Build memory and RAG

Short- and long-term memory, vector stores, and retrieval pipelines integrated into agents.

Design multi-agent systems

Supervisor patterns, agent handoffs, and pipelines for real business use cases.

Ship portfolio pieces

Demo Day, GitHub repo, LinkedIn write-up. Tangible proof of what you can do.

Track cost and scale

Parallel runs, retries, and cost-per-run tracking from day one.

Is this course for you?

Basic Python is required. Everything else below is recommended, not mandatory.

Recommended

  • Comfortable writing 100+ lines of Python
  • Have called an HTTP API from code
  • Use Git daily
  • Have an OpenAI or Anthropic API key (or willing to get one)

Not for you if

  • You're a complete beginner to programming, start with the Advanced AI Solutions
  • You want to learn how agents help you write code, pick Agentic Engineering
CourseAI Agents in Production

Curriculum. Six modules. Six weeks.

One agent in production.

Week 01

Foundations of AI Agents

Agentic loops, ReAct, Plan-and-Execute, and the framework landscape. Learn when to reach for which tool, and why. Deliverable: a one-pager comparing two agent frameworks on a toy task.

LangGraphCrewAIOpenAI / Claude API
Week 02

Tool Use & Function Calling

Build your first end-to-end agent with function calling, MCP (consume third-party MCP servers and author one), web search, and code execution. Ship something you'd actually use. Deliverable: a working agent that consumes one third-party MCP server and exposes one tool of yours.

Function callingMCPTavily / SerpAPI
Week 03

Memory & RAG for Agents

Short- and long-term memory, vector stores, and RAG pipelines integrated into agents, beyond the toy retriever. Deliverable: a RAG-backed agent with both short- and long-term memory.

Pinecone / ChromaLangChain RAGEmbeddings
Week 04

Multi-Agent Systems

Supervisor patterns, agent handoffs, and multi-agent pipelines for real business use cases. Deliverable: a supervisor pattern across three sub-agents with handoffs.

CrewAI CrewsLangGraph multi-agentAutoGen
Week 05

Production Deployment & Observability

Container packaging, REST APIs, state management, monitoring, and cost-per-run tracking. The unglamorous half that matters. Deliverable: agent packaged in a container served as REST, with traces, golden-dataset evals, and cost-per-run.

LangSmithDocker / FastAPIAgentOps
Week 06

Capstone, Agent at Scale

Build and deploy your final project. Demo Day with mentor feedback. Portfolio publication on GitHub and LinkedIn. Deliverable: deployed agent on a public URL, GitHub repo, and Demo Day video.

Streamlit / GradioGitHub ActionsOpenTelemetry
Expert Instructors

Meet Your Instructors

Learn from industry leaders and PhD holders with extensive real-world experience

João Reis

João Reis

Co-Founder & CTO @ Medtiles, PhD AI @ FEUP

Luis Dias

Luis Dias

AI Solutions Architect @ TUI, PhD AI @ FEUP

Luís Roque

Luís Roque

Serial Entrepreneur & AI Executive (TUTAI, ZAAI, Nixar, Liftter), PhD AI @ FEUP

Pricing

Exponential returns on a smart investment in your career.

Early BirdClosed
€990

Until 31 Jul

15 seats · 15 seats only

TransitionClosed
€1,250

1 Aug – 27 Sep

Limited seats

StandardCurrent price
€1,500

From 28 Sep

Standard enrollment

TUTAI alumni
Special pricing for alumni. Email us, we'll sort you out.
Company pack
Special pricing for 3+ seats from the same team.

DGERT-certified training entity: individuals can deduct 30% of the fee on their IRS, and for companies the hours count toward the mandatory 40 hours of annual employee training.

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