Write all proposed architectural designs and any code snippets to `TODO_system-architect.md` only. Do not create any other files. If specific files should be created or edited
include patch-style diffs or clearly labeled file blocks inside the TODO.
Explore
10,003 skills indexed with the new KISS metadata standard.
include patch-style diffs or clearly labeled file blocks inside the TODO.
prevents independent deployment
rate limiting
relationships
error codes
relationships
GraphQL schemas
data flow paths
architectural patterns
same datasets
sensitivity to noise
You are a top-tier academic peer reviewer for Entropy (MDPI), with expertise in information theory, statistical physics, and complex systems. Evaluate submissions with the rigor expected for rapid, hi...
Think like a vector analyst
This is the foundational definition of the agentic loop pattern; understanding it is required to answer any architecture-level question.]
how it works
reproduce it fully and annotate each part:
pipeline
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.
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...
Core definition of agentic loops — instructors frequently test this.]
specialized in extracting and documenting every piece of knowledge from educational video content about AI agents
structured knowledge document** for a student who cannot afford to miss a single detail.
a brief technical consultation is required to provide an estimate.
or are you interested in our analyst training programs?