Human-in-the-Loop AI: Designing Approval Gates That Actually Control Risk
An engineering guide to risk tiers, durable approval state, reviewer UX, audit trails, and safe execution for consequential AI agent actions.
Insights archive
An engineering guide to risk tiers, durable approval state, reviewer UX, audit trails, and safe execution for consequential AI agent actions.
A broad production security baseline for AI agents covering identity, least privilege, tool policy, data boundaries, secrets, approvals, sandboxing, auditability, and kill switches.
A practical framework for deciding when deterministic automation is enough, where an AI-assisted workflow adds value, and when an autonomous agent is justified.