AI Engineer

Louis-François Bouchard Portfolio

Co-founder of Towards AI and former Mila-affiliated ML researcher, now runs "What's AI" — a newsletter, YouTube channel, and blog explicitly focused on practical AI-engineering topics like agent memory and context engineering, describing its own mission as "what actually ships."

Agent EngineeringRAGNewsletterAI Education

What makes it work

A breakdown of the choices that make this portfolio stand out.

1

An explicit research-to-practice pivot, stated directly

Naming both his PhD-level research background and his current practical focus positions the content as informed by research rigor but deliberately scoped to what ships in production — a distinction the homepage draws intentionally, not by accident.

2

A stated editorial filter

"What actually ships" functions as an explicit content filter, screening out purely theoretical posts and signaling to readers exactly what kind of AI content they'll get.

3

A structured learning path, not just a post archive

Framing content as a guide "from beginner to AI engineer" turns a blog into a sequenced curriculum, which serves readers who want a path rather than random individual posts.

What AI Engineers can take from this

Specific, actionable tips to apply to your own portfolio — no generic advice.

  • If you've moved from research to applied work, say so explicitly — it frames your practical content as informed by rigor, not a lack of depth.

  • Give your content an explicit editorial filter (what you will and won't cover) so readers know what they're getting before they subscribe.

  • Sequence your writing into a structured path for newcomers, not just a reverse-chronological post archive.

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