Oct 9, 2026
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Oct 9, 2026

Advanced LLM Applications and Agentic Systems - Training at EPFL

Design, deploy, and operate reliable AI systems at scale
9:00h-17:00h
EPFL, Lausanne, Switzerland
Courses & Workshops
SDSC Team:

Presentation

Large Language Models (LLMs) are increasingly used in real-world applications but designing reliable and scalable systems remains challenging. This 1-day workshop focuses on the practical development of LLM-based applications using Python. Participants explore key design patterns such as structured outputs, retrieval-augmented generation (RAG), tool integration, and agentic workflows, while also addressing engineering considerations such as evaluation, robustness, and cost control.

Main objectives

  • Understand the architectural components of modern LLM-based systems (structured output, APIs, context management, tool integration, …)
  • Implement structured outputs and simple agentic mechanisms in a real use case
  • Evaluate LLM system performance using appropriate metrics and testing strategies
  • Identify and mitigate common failure modes (hallucinations, prompt brittleness, cost inefficiencies)
  • Acquire practical guidelines for moving from prototype to production-ready systems

Topics covered

LLMs, history, terminology, and concepts / Structured outputs and tool calling – enabling LLMs to interact with external systems, extract structured data, and follow precise formats / Advanced techniques & Agent design patterns – RAG, reasoning loops, multi-agent systems, routing strategies workflows / Production considerations – evaluation frameworks, cost management, debugging strategies, and fail-safe mechanisms.

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Details

Prerequisites

To make the most of this course, participants should have:
• Intermediate programming skills in Python
• Basic understanding of LLM applications

Participants are required to bring their own laptop for hands-on exercises and have to make sure that they can use Renku.

Course fee*

1,000 Swiss Francs

* 10% special discount for contributing members of EPFL Alumni and EPFL VPI partners, SDSC partners, EPFL AI Center and SNAI partners.

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Programme

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