- If the instructor uses an **analogy or metaphor**
include it — it helps retention.
Explore
105,244 skills indexed with the new KISS metadata standard.
include it — it helps retention.
approach A vs approach B)
reproduce it fully and annotate each part:
names
use this format:
complete
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...
just names]
mentally verify: *Have I missed anything from this video — even a single term
go back and add it. Completeness is your first obligation. A longer
e.g.
add the following **immediately after the explanation**:
X vs Y
protocol
concise explanation using the instructor's terminology]
names
use this format:
term
which is why specific project details are withheld until an NDA is in place.
specialized in extracting and documenting every piece of knowledge from educational video content about AI agents
ensure you have:
undocumented black box analysis
not what the client prefers.