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AI for Tech | Training material

A training course for developers on generative and agentic AI — from LLM fundamentals and prompting to building intelligent services with LangChain, llama-index, and MCP.

Live site: worldline.github.io/learning-ai

Summary

Module 1: Mastering LLMs in the SDLC

a. Introduction

Key concepts and terminology — History — Market overview — Use cases in software development

b. Prompting in the app lifecycle

Prompting techniques — Ideation, architecture, refactoring and test generation with LLMs

c. Online/Offline LLM clients

LibreChat, LM Studio — Presets, RAG, plugins, offline model configuration

d. Code Assistants in IDEs

GitHub Copilot — Spec Driven Development (Bolt, V0, GitHub Spark)

e. Agentic CLIs

Claude Code, GitHub Copilot CLI, Gemini CLI — AGENTS.md standard — Skills — MCP client

Module 2: Building Intelligent Apps

a. GenAI for services

LLM REST API — LangChain (prompt templates, chaining, tool calling) — llama-index RAG — Embeddings — 7 Colab exercises (01–07)

b. Agentic AI for services

LangChain agents — Multi-agent orchestration — MCP servers with FastMCP — 3 Colab exercises (08–10)

c. Node-based tools

N8N — Visual agentic orchestration — No-code AI workflows

d. Cloud tools

Vertex AI — Google Colab — Cloud AI APIs (Text-to-Speech, Translation, etc.)

About

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We design payments technology that powers the growth of millions of businesses around the world. Engineering the next frontiers in payments technology

  • European leader in payment and secured transactions. Over 50bn transactions/year
  • 7000+ engineers in over 40 countries

Contributors

Ibrahim Gharbi · Sylvain Pollet Villard · Yassine Benabbas · Raphaël Semeteys

Sponsors

Yacine Kessaci · Liyun He Guelton · Fanilo Andrianasolo · Vijayanand Premnath · Vincent Caquelard · Mat Goodger · Effan Mutembo · Cyril Cauchois · Martin Boulanger · Julien Carme

Follow our Tech team

Run locally

cd docs
npm install
npm run dev     # http://localhost:3000
npm run build   # static output → docs/src/.vuepress/dist

Deployed automatically to GitHub Pages on push to main via .github/workflows/vuepress-deploy.yml.

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AI for Tech | Training modules

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License

Apache-2.0, GPL-3.0 licenses found

Licenses found

Apache-2.0
LICENSE
GPL-3.0
LICENSE.txt

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