The guardrails that make agents safe to run in production
Autonomy is only acceptable when it is accountable. This category is the governance layer built into the agent itself. For data protection: PII detection and redaction and secret scanning keep sensitive data and credentials out of prompts and outputs. For authorization and traceability: a permission check confirms an agent is allowed to act, an audit trail query and execution trace make every step reviewable, and a tool health check verifies dependencies before use. For operational control: rate-limit status and a cost estimator keep runaway usage and spend in check.