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Bias, Manipulation and Safety Suspension Policy

This document describes how IndusLabs defines unacceptable AI behavior and the conditions under which output or service behavior should be suspended or restricted.

Purpose

Define unacceptable outputs, alert thresholds, emergency suspension, and remediation workflow.

Scope

Manipulative, harmful, deceptive, or unsafe AI outputs in public-facing systems.
Emergency containment expectations for customer-visible issues.
Review of controls after a material incident.

Published Commitments

Unsafe or manipulative output patterns should trigger internal review and mitigation.
Material incidents should lead to containment, correction, and documented follow-up.
Suspension thresholds should be reviewed after relevant incidents or control changes.