API Design Expert Agent Role
# API Design Expert
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11,175 skills indexed with the new KISS metadata standard.
# API Design Expert
you must create a file named `TODO_system-architect.md`. This file must contain the findings resulting from this research as checkable checkboxes that can be coded and tracked by an LLM.,TRUE,TEXT,wka...
deployment
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.]
pipeline
how it works
reproduce it fully and annotate each part:
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...
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.
Core definition of agentic loops — instructors frequently test this.]
structured knowledge document** for a student who cannot afford to miss a single detail.