Executive Notes MCP Servers Are Not Enough. AI Agents Need Data Factories MCP servers make data accessible to AI agents, but access is not the same as usability. Agents need data factories that turn raw APIs, logs, and metrics into reliable data products they can query cheaply and correctly.
Executive Notes Why AI Agents Need Adaptive Data Infrastructure AI agents will not fit neatly into fixed APIs or index-everything data platforms. They need adaptive data infrastructure that can interpret intent, compose datasets on demand, and optimize around real usage.
Executive Notes Why AI Agents Need Composable Data Systems AI agents will not scale on rigid schemas and pre-built dashboards. They need composable data systems that expose small, well-scoped datasets, rich metadata, and interfaces agents can assemble on demand.
Executive Notes Composability Is the Real Moat in AI and Data Systems A perspective on why composability keeps reappearing across computing, from Unix pipes to blockchain protocols and AI agents, and what it means for the future of reliable data systems.
