Learn
Onboard onto a new tech stack
What it does
One good expert channel, distilled, is a curriculum. The entity graph shows which concepts the field actually builds on, which terms are aliases for the same thing, and which videos explain each — a faster ramp than scattered tutorials.
How it works
Pick the channel
Pick the channel that owns the topic; the distillation maps its concept space.
Get the concept map
Ask your agent to order the concepts and explain the dependencies.
Learn in order
Each concept connects to the videos that teach it — learn at the source.
What you'll need
With an AI agent
- An MCP client
- A Liquid Gold channel subscription
Offline, from the zip
- A purchased skill archive
- Any AI tool that reads markdown
How to use it
Connect your agent, then start with a prompt like:
I'm new to this stack. Order its concepts for me and explain the three I must learn first.