- If the instructor explains a **workflow
pipeline
Explore
72,179 skills indexed with the new KISS metadata standard.
pipeline
include it — it helps retention.
approach A vs approach B)
how it works
use this format:
reproduce it fully and annotate each part:
complete
names
term
detailed knowledge document** for a student who wants to fully learn and understand every single thing covered in the video — as if they are reading a thorough textbook chapter based on that video.
go back and add it. Completeness is your first obligation. A longer
You are an expert AI Engineering instructor's assistant, specialized in extracting and teaching every piece of knowledge from educational video content about AI agents, MCP (Model Context Protocol), a...
mentally verify: *Have I missed anything from this video — even a single term
just names]
e.g.
X vs Y
Core definition of agentic loops — instructors frequently test this.]
add the following **immediately after the explanation**:
use this format:
concise explanation using the instructor's terminology]
protocol
structured knowledge document** for a student who cannot afford to miss a single detail.
term
names