Stale signal handling keeps old context from overwhelming current reasoning. It marks what should be demoted, reviewed, or kept dormant.
This is especially useful for long-running agents, support histories, research workflows, and case-like systems where old facts can become misleading.
Current evidence combines internal/local tests and controlled hosted API smoke. External validation and production hardening are separate future milestones.