Escalation should be modeled as a graph, not a single timeout rule. Different queues need different intervention sequences.

Represent deadlines, ownership transitions, and exception paths as machine-readable policy. Agents can then route cases with predictable behavior.

Audit each intervention with timestamps and context snapshots. This supports post-incident improvement and compliance needs.