Applied AI in Production

The Model Context Protocol (MCP) provides a standard interface for connecting language-model applications to tools and external data sources, helping separate model reasoning from the systems that execute operations.

Context servers should run within controlled trust boundaries. Sandboxing, authorization and careful data handling help reduce exposure without eliminating security risk.

Engineering Safer Multi-Agent Systems

Tools such as n8n can coordinate workflows and external APIs. Reliable multi-agent systems require authorization checks, explicit contracts, tests and careful handling of delegated actions.