Two open specifications, the Agentic Graph Specification and the Open Agent Profile, turn agent plans and agent identity into portable, reviewable files.
A data scientist runs a query against a warehouse. The engine finishes the scan in three seconds.
Budgeting for agentic analytics when every question costs something different: token economics, query economics, instrumentation, and the cost controls.
The five layers of an agentic lakehouse and where the MCP server sits: storage, catalog, semantic layer, MCP gateway, and agent surface, plus identity.