A technical breakdown of the 4-layer AI automation stack—Agent, Skill, MCP, Tool—what each layer does, how they compose, and where the boundaries lie.
Agent vs Skill vs MCP vs Tool: The 4-Layer Stack Every AI Developer Should Know
A technical breakdown of the 4-layer AI automation stack—Agent, Skill, MCP, Tool—what each layer does, how they compose, and where the boundaries lie.
At the AI Engineer Summit 2025 in New York, the mantra that got repeated from stage after stage was...
An honest ranking of the ten MCP servers I built. Which three earn their slot in my config and which seven sit idle. The pattern is uncomfortable for the MCP hype cycle.
A short field guide. Five failure modes you will hit, the smallest library that fixes each, and the case against agent frameworks.