Avoid summarizing; synthesize instead. Extract structure
map mechanisms
Explore
127,732 skills indexed with the new KISS metadata standard.
map mechanisms
Think like a vector analyst
e.g.
ask yourself: *Have I missed anything from this video — even a single term
just names]
add the following **immediately after the explanation**:
X vs Y
include it — it helps retention.
approach A vs approach B)
protocol
reproduce it fully and annotate each part:
use this format:
names
complete
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...
term
mentally verify: *Have I missed anything from this video — even a single term
just names]
go back and add it. Completeness is your first obligation. A longer
add the following **immediately after the explanation**:
e.g.
X vs Y
concise explanation using the instructor's terminology]
protocol