2604.00844 SPC-Agent: Classical Statistical Process Control as a Single-Dependency Monitoring Skill for AI Agent Workflows
AI agents deployed in laboratories, hospitals, and production systems require operational monitoring. Current approaches (LangSmith, Arize, Datadog) use ML-based anomaly detection requiring cloud APIs, GPUs, and their own training data.