- If the instructor provides or implies a **code example**
reproduce it fully and annotate each part:
Explore
119,656 skills indexed with the new KISS metadata standard.
reproduce it fully and annotate each part:
how it works
use this format:
complete
term
names
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.
mentally verify: *Have I missed anything from this video — even a single term
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...
go back and add it. Completeness is your first obligation. A longer
e.g.
Core definition of agentic loops — instructors frequently test this.]
just names]
protocol
add the following **immediately after the explanation**:
X vs Y
use this format:
concise explanation using the instructor's terminology]
names
term
structured knowledge document** for a student who cannot afford to miss a single detail.
specialized in extracting and documenting every piece of knowledge from educational video content about AI agents
undocumented black box analysis
which is why specific project details are withheld until an NDA is in place.