📚 Tutorials

Structured tutorials for hot GitHub projects. Every topic has two tracks: Basics from open-source repos + Hot Topics from forums & search.

🤖 AI & Machine Learning

LangChain, RAG, agents, fine-tuning, and the practical side of modern AI.

📘 Basics (4)

Andrej Karpathy's autoresearch: AI Agents Running Research
How Karpathy's autoresearch repo (89K stars in 2 weeks) uses Claude Code agents to autonomously run ML experiments. The pattern, the prompt, and how to adapt it.
Claude Code: From Zero to Productive in 20 Minutes
Anthropic's official CLI coding agent. Set up Claude Code, understand its key commands, and ship your first feature with it.
LangChain Basics: Build Your First AI Agent
Get started with LangChain, the most popular framework for building LLM applications. From installation to your first AI agent in 30 minutes.
MCP (Model Context Protocol): The USB-C for AI Agents
Anthropic's open standard for connecting Claude/GPT to tools, databases, and APIs. Build your first MCP server in 30 minutes.

🔥 Hot Topics (3)

addyosmani/agent-skills: Production Patterns for AI Coding Agents
Google's addyosmani released a 68K-star repo of production-grade engineering skills for AI coding agents. The 5 patterns that actually work.
get-shit-done: Context Engineering for Claude Code
gsd-build/get-shit-done (64K stars) — a meta-prompting framework that turns Claude Code into a 10x engineer. The 3 layers you need to know.
LangChain Hot Topics: 5 Real Questions from r/LocalLLaMA and Hacker News
What developers are actually asking about LangChain in June 2026 — RAG vs fine-tuning, LCEL migration, streaming, and production deployment.

🌐 Web Development

Next.js, React, Astro, Tailwind, and the modern full-stack stack.

📘 Basics (2)

Next.js App Router: From Zero to Production
Build a production Next.js 15 app with the App Router, Server Components, and Server Actions. From create-next-app to deployment in 45 minutes.
Tailwind CSS: From Zero to Production
Utility-first CSS that replaced Bootstrap. From CDN install to a custom design system. Ship your first component in 15 minutes.

🔥 Hot Topics (1)

Next.js Hot Topics: What Devs Are Asking in June 2026
Server Components vs Client, Turbopack, RSC payloads, partial prerendering, and the Next.js 16 rumors — all from r/nextjs and HN this month.

⚙️ DevOps & Infrastructure

Docker, CI/CD, cloud, monitoring, and shipping reliably.

📘 Basics (2)

Docker for Developers: From Zero to Production
Learn Docker by deploying a real app. Covers images, containers, volumes, networks, and docker-compose. From install to running Postgres in 25 minutes.
GitHub Actions: From First Workflow to Production CI/CD
Set up CI/CD in 30 minutes. From your first workflow to deploying on every push, with matrix builds, secrets, and reusable workflows.

🔥 Hot Topics (2)

Docker Hot Topics: 5 Real Questions from r/docker and HN
Docker BuildKit, multi-stage builds, rootless mode, distroless images, and Docker Desktop alternatives — from June 2026 community discussions.
rtk: Cut LLM Token Costs by 60-90% (CLI Proxy)
rtk-ai/rtk (67K stars) — a Rust CLI proxy that compresses context before sending to Claude/GPT. Real benchmarks and integration patterns.