---
title: "Learning paths"
url: https://manasdasgupta.com/paths/
description: "Paths by role"
author: Manas Dasgupta
last_verified: 2026-11-12
---

# Learning paths

> **Bottom line:** Pick your role to get an ordered path through the answers, videos, articles and courses that matter most for it.


- [Software engineer moving into AI](https://manasdasgupta.com/paths/engineer/): You write code and want to build LLM, RAG and agent applications and move into an AI engineering role.
- [Data professional moving into AI](https://manasdasgupta.com/paths/data/): You work with data or machine learning and want to add generative AI, RAG and LLM skills.
- [Security professional applying AI](https://manasdasgupta.com/paths/security/): You work in cybersecurity or IT support and want to use AI agents, LLMs and machine learning for defence.
- [Business professional using GenAI](https://manasdasgupta.com/paths/business/): You work in HR, finance, customer experience, operations or Agile delivery and want to automate your work with generative AI, without coding.