Applied AI · 10 min · Nov 18, 2025
AI agents that survive production
RAG, session memory, tool execution, and MCP only matter with multi-tenancy, observability, and clear personal-data limits: what I learned building voice and chat platforms.
What matters in production
Voice and chat agents stop being demos when there is multi-tenancy, observability, and clear personal-data limits.
RAG, session memory, tool execution, and MCP only deliver value with stable contracts and reliable operations.