Avoid summarizing; synthesize instead. Extract structure
map mechanisms
Explore
101,228 skills indexed with the new KISS metadata standard.
map mechanisms
argument flow
it currently has the name iom giving this project with you]
ask yourself: *Have I missed anything from this video — even a single term
Think like a vector analyst
go back and add it. **Completeness and depth are your first and second obligations.** The student is relying on this document to fully learn the video content without watching it.
just names]
e.g.
add the following **immediately after the explanation**:
X vs Y
protocol
approach A vs approach B)
include it — it helps retention.
reproduce it fully and annotate each part:
use this format:
complete
names
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
mentally verify: *Have I missed anything from this video — even a single term
just names]
e.g.
X vs Y