Model product abuse and a least-harm control ladder. Use when attackers, fraud, or policy evasion can take money, access, or other users' work. Do not publish an exploitation recipe.
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---
name: model-product-abuse-risk
description: "Model product abuse and a least-harm control ladder. Use when attackers, fraud, or policy evasion can take money, access, or other users' work. Do not publish an exploitation recipe."
---
# Model Product Abuse Risk
Prefer the least harmful effective control. A high loss estimate does not justify collective punishment, secret confiscation, or inaccessible appeal. Legitimate recovery is first-class. Do not teach an attacker how to bypass the control. A score that cannot be appealed is not a control, it is an unaccountable taking.
Open [abuse model and control ladder](references/abuse-model-and-control-ladder.md) when actors, assets, or controls need depth. Open [decision evidence and adaptive operations](references/decision-evidence-and-adaptive-operations.md) when scoring, appeals, or automation need depth.
