Avoid summarizing; synthesize instead. Extract structure
map mechanisms
Explore
97,001 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
just names]
e.g.
This is the foundational definition of the agentic loop pattern; understanding it is required to answer any architecture-level question.]
add the following **immediately after the explanation**:
X vs Y
protocol
pipeline
approach A vs approach B)
include it — it helps retention.
how it works
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
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
just names]