Short lessons, real exercises, and projects you can actually show someone. Filter by track or level to find your starting point.
Build a private AI coding agent and personal assistant on local models — safe tools, durable memory, voice, RAG, sandboxing, and observability. No required cloud API dependency.
Design, build, scale, observe, and exit production systems without hyperscaler lock-in — one reference system, evolved section by section, ending in capstone projects.
Set up a Muse AI agent to autonomously run a simple business — pick and validate the model, configure the operator with approval gates, build and launch with the agent, then steer with a 30-minute weekly review. No income promises, just real mechanics.
The foundational skill behind everything AI. Master the patterns that make models do what you actually want — reliably, every time.
From chatbots to agents that take action. Understand tools, memory, and reasoning loops — then build your first working agent.
Email triage, meeting notes, research summaries, and planning — a practical tour of AI as your daily co-pilot. No coding required.
Find the highest-leverage AI opportunities in a small business and implement your first three automations without hiring anyone.
Use AI coding assistants well: spec-first development, review habits, debugging with models, and avoiding the classic traps.
Model Context Protocol from zero: give AI assistants real access to your files, apps, and data — safely and on your terms.
Teach machines to see: image classification, object detection, and building a working vision demo on your own photos.
Take agents from demo to dependable: evaluation, guardrails, cost control, monitoring, and deployment patterns that survive real users.
When prompting isn't enough: data prep, fine-tuning workflows, evaluation, and knowing when a custom model is actually worth it.