Dead Letter Queue

You'll learn why LLM consumers stop sending bad input to your dead letter queue, and how a refusal tool, a provenance envelope and abstention monitoring bring it back.

A dead letter queue nobody reads isn't a safety net, it's a data-loss incident running on a delay — here's the replay path most teams never build, and why agentic pipelines make triage harder, not easier.