Safe models do not compose into safe systems

Six papers in two weeks converge on one engineering fact: safety measured on a single agent does not survive wiring agents together. The failure lives in the joints — memory, context, setup files, and the management layer itself.

tags: agentic-workflow-patterns, agent-tools-setup