Clief Notes

A rigorous, free resource that prioritizes real-world system design over shallow tutorials, led by instructors with both military discipline and research credentials.

September 13, 2026

Engineers building production AI systems

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About

Clief Notes is a free Skool community offering 40+ lessons focused on building durable, production-ready AI systems. Led by a former Marine and Edinburgh researcher, the curriculum emphasizes practical systems design over toy projects. The community is actively growing with 48,000+ members.

Who is it for

Engineers and builders looking for depth beyond introductory agent tutorials. Best suited for those prioritizing system durability and real-world deployment over quick wins.

Production-Grade AI Systems Teaching

Stands out for its focus on durable systems and real-world constraints rather than demo projects. The instructor's military and academic background signals rigor and practical bias.

What you learn

How to architect AI systems that scale and survive in production

Common failure modes in agent design and how to prevent them

Testing and observability patterns for agentic AI

Real-world trade-offs in building with current AI models

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