AI Agents
Operations Agents: Separate Diagnosis, Approval, and Execution
Design an auditable workflow for incident evidence, action plans, idempotent execution, and rollback verification.
Observability
AI Agents
Agent Evaluation and Replay: Iterate on Verifiable Outcomes
Build task-level evaluations for operations and data agents, separating answers, actions, and outcomes while versioning replay environments and graders.