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mlsystems.dev

An open community for engineers and researchers building modern ML systems — from kernels to clusters.

Inference, training, fine-tuning, infrastructure, model internals, LLMs, VLMs, and the engineering that makes them all run in production. Written by practitioners, free for everyone to read.

Visit the site · Discord · GitHub · Discussions


Quick start

npm install
npm run dev      # http://localhost:4321
npm run build    # → dist/
npm run preview  # serve the build locally

Requires Node.js 20+.


What's in this repo

A static-first Astro site with MDX content collections, React islands for interactivity, typed frontmatter, and ~0 KB of JavaScript on content pages.

See docs/architecture.md for the full file layout and design principles.


Contributing

We want this to be a community-built resource. Anyone can contribute — open a PR.

All contributors are expected to follow our Code of Conduct.


Documentation

Doc What it covers
docs/writing-articles.md How to write a post — frontmatter, MDX components, examples
docs/architecture.md Project structure, design principles, why files are where they are
docs/deployment.md Deploying to Vercel, Cloudflare Pages, Netlify, or any static host
docs/seo.md What SEO is already wired in + pre-launch checklist
docs/extending.md Growing the site — auth, courses, comments, search, newsletter

Tech stack

Astro 5 · MDX · React 19 (islands only) · Shiki · TypeScript strict mode · plain CSS with custom properties


License

  • CodeMIT. Fork freely, send PRs, build your own thing with it.
  • Content (blog posts, learning materials, diagrams) — © each author. All rights reserved.

You're welcome to: read, link to, share URLs, cite posts in your own work, include brief excerpts in slides or presentations with attribution, and translate full posts into other languages (with credit + link back).

You need permission to: republish full posts on other sites, use content in commercial products or paid courses, or create derivative works beyond translation. See LICENSE for the full terms.

Community contributors retain copyright on their own posts.


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