AI Lab Blog

AI-Assisted Playbooks Where Humans Stay in Control

February 17, 2026

Tags: Human-in-the-Loop, Governance, SOC

The strongest playbooks define where AI can suggest and where humans must decide.

Design principles:

1. Keep high-risk actions approval-gated.
2. Record recommendation rationale with linked evidence.
3. Require operator acknowledgment before state-changing actions.
4. Log overrides and outcomes for post-incident review.

Speed increases are valuable only when control boundaries remain explicit.