Requirement

Article 15.4: Robustness against errors and mitigation of feedback loops

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High-risk AI systems shall be as resilient as possible regarding errors, faults or inconsistencies that may occur within the system or the environment in which the system operates, in particular due to their interaction with natural persons or other systems. Technical and organisational measures shall be taken in this regard. High-risk AI systems that continue to learn after being placed on the market or put into service shall be developed in such a way as to eliminate or reduce as far as possible the risk of possibly biased outputs influencing input for future operations (feedback loops), and as to ensure that any such feedback loops are duly addressed with appropriate mitigation measures.

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This requirement is part of the framework:  
AI Act (Base)
Free compliance assessment:
Best practices
How to implement:
Article 15.4: Robustness against errors and mitigation of feedback loops
This policy on
Article 15.4: Robustness against errors and mitigation of feedback loops
provides a set concrete tasks you can complete to secure this topic. Follow these best practices to ensure compliance and strengthen your overall security posture.

High-risk AI systems shall be as resilient as possible regarding errors, faults or inconsistencies that may occur within the system or the environment in which the system operates, in particular due to their interaction with natural persons or other systems. Technical and organisational measures shall be taken in this regard. High-risk AI systems that continue to learn after being placed on the market or put into service shall be developed in such a way as to eliminate or reduce as far as possible the risk of possibly biased outputs influencing input for future operations (feedback loops), and as to ensure that any such feedback loops are duly addressed with appropriate mitigation measures.

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Frameworks that include requirements for this topic:
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How to improve security around this topic

In Cyberday, requirements and controls are mapped to universal tasks. A set of tasks in the same topic create a Policy, such as this one.

Here's a list of tasks that help you improve your information and cyber security related to
Article 15.4: Robustness against errors and mitigation of feedback loops
Task name
Priority
Task completes
Complete these tasks to increase your compliance in this policy.
Critical
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How to comply with this requirement

In Cyberday, requirements and controls are mapped to universal tasks. Each requirement is fulfilled with one or multiple tasks.

Here's a list of tasks that help you comply with the requirement
Article 15.4: Robustness against errors and mitigation of feedback loops
of the framework  
AI Act (Base)
Task name
Priority
Task completes
Complete these tasks to increase your compliance in this policy.
Critical
Measures against feedback loops in learning AI systems
Critical
High
Normal
Low
1
requirements
AI governance
AI risk and lifecycle management

Measures against feedback loops in learning AI systems

Completing this task also progresses your compliance in all of the following frameworks and requirements. Cyberday automatically maps completed tasks to all of these current and future frameworks - so you do not have to do it again!

System error handling procedures
Critical
High
Normal
Low
2
requirements
System management
Data system management

System error handling procedures

Completing this task also progresses your compliance in all of the following frameworks and requirements. Cyberday automatically maps completed tasks to all of these current and future frameworks - so you do not have to do it again!

The ISMS component hierachy

When building an ISMS, it's important to understand the different levels of information hierarchy. Here's how Cyberday is structured.

Framework

Sets the overall compliance standard or regulation your organization needs to follow.

Requirements

Break down the framework into specific obligations that must be met.

Tasks

Concrete actions and activities your team carries out to satisfy each requirement.

Policies

Documented rules and practices that are created and maintained as a result of completing tasks.

Never duplicate effort. Do it once - improve compliance across frameworks.

Reach multi-framework compliance in the simplest possible way
Security frameworks tend to share the same core requirements - like risk management, backup, malware, personnel awareness or access management.
Cyberday maps all frameworks’ requirements into shared tasks - one single plan that improves all frameworks’ compliance.
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