The Shift to Machine-Driven Buying
How advertising moved from human-negotiated deals to automated auctions—and why AI changes the rules again.
READ ↗KNOWLEDGE_BASE / INDEX v1.0
DON’T JUST
FOLLOW THE SHIFT.
UNDERSTAND IT.
Structured education covering supply intelligence, buyer and seller agents, open protocols, and machine-readable media—built for practitioners navigating agentic decisioning.
START WITH THE FOUNDATIONS ↓08FOUNDATION UNITS
05PROTOCOL GUIDES
04PRACTITIONER PATHS
00PAYWALLS
01 FOUNDATIONS READ IN ORDER / OR DON'T
What Is AI-Native Advertising?
AI-assisted and AI-native are different architectural categories. Learn why the distinction matters.
READ ↗Buyer Agents and Seller Agents
What autonomous advertising agents do, who they represent, and how they communicate.
READ ↗Machine-Readable Supply
Why HTML and blunt categories are not enough for systems that reason about meaning.
READ ↗Supply Descriptors
The canonical unit of machine-readable inventory and what a trustworthy descriptor contains.
READ ↗Supply Intelligence
How raw descriptors become scored, decision-ready signals without becoming execution.
READ ↗Provenance and Trust
Why every machine-mediated decision needs a verifiable chain of origin.
READ ↗The Protocol Landscape
How AdCP, MCP, and A2A operate at different layers of the emerging stack.
READ ↗02 / PROTOCOL LABTHE RAILS ARE
THE RAILS ARE
NOT THE PRODUCT.
Protocols transport intelligence. Learn where each one fits without mistaking interoperability for meaning.
03 CHOOSE YOUR PATH ROLE-BASED / NO FLUFF
01