Learning & Articles

Educational resources, roadmaps, and longer-form reading for improving your AI engineering skills.

Educational

AI Foundations & Resource Collections

• 5 Free Courses to Go From LLM Beginner to Practitioner - KDnuggets article on courses covering neural network foundations, LLM systems, fine-tuning, and deployment

• Stanford Online AI playlist - YouTube playlist on artificial intelligence

• Free AI Courses - Curated Notion collection of free AI courses

• Traversaal Academy Free Resources - Free AI learning resources from Traversaal Academy

• 10 Public NotebookLM Notebooks - LearnAIWithMe collection covering AI, prompt engineering, startups, sales, investing, open models, and grounding

• Awesome generative ai guide - Repository for generative AI educational resources and research updates

• LLM visualization - View inside a Transformer

• ML Engineer Guide - Article (on X) - with index of educational youtube videos

• 10 FREE Resources to Understand How LLMs Work Under the Hood - Ihtesham on X

AI-Assisted Software Development

• AI Hero: AI Coding Courses & Tutorials - Matt Pocock's courses, articles, and skills for building software with AI coding agents

• The Modern Software Dev - CS146 The Modern Software Developer

• AI Dev Tools Zoomcamp - Free, hands-on course on disciplined AI-assisted software development

• Learning project for building a nano Claude Code-like agent - A nano Claude Code-like agent, built from 0 to 1

Agents & Architectures

• OpenClaw Resources by Category - Curated OpenClaw guides, tools, videos, security resources, and community content

• Agents towards production - Tutorials on GenAI agents

• Agent architectures - Implementation of 17+ agentic architectures

AI Products & Startups

• AI Builders Handbook - Google Drive handbook for AI builders

• How developers build defensible startups that scale - Google Drive PDF from Jeremiah Owyang's lecture

Roadmaps

• AI Engineer Roadmap

• AI Engineering Field Guide Data-driven field guide to AI engineering roles, skills, and interviews

10x Articles

• Andrew Ng on why coding is still valuable in the age of AI

• Andrew Ng on concept of 10x Engineer

• How To Become A 10x Developer: Step-By-Step Guide - Andrei Neagoie

• The Ultimate Guide to Becoming a 10x Dev - From The Trenches

• GenAI Application Engineers - From the Batch

• "I could be 10x more powerful" - Andrej Karpathy's tweet about catching up to the new AI coding tools

• "How to be 100x engineer" - Rohit on X article

• "The Only Skills that Matter in 2026" - Saboo Shubham on X

Articles

• Loop Engineering - Addy Osmani on designing recurring agent loops instead of manually prompting coding agents

• Long-running Agents - Addy Osmani on persistence, recovery, and verification for multi-session AI agents

• Vibe Coding Playbook - from Matthew Berman

• Claude Code is the inflection point - from Dylan Patel

• AGI is still a decade away - Andrej Karpathy on Dwarkesh Podcast (10/17/2025)

• Getting AI to Work In Complex Codebases

• Vibe coding MenuGen - Andrej Karpathy explores hype vs reality of vibe coding (04/27/2025)

• My Hackathon Experience - I Tried a Hackathon with Six Projects in One Day-Then Built All Six Apps in Six Days (08/25/2025)