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Safe AI for Developers: Shipping AI Features Without Shipping the Risk

The Safety Requirements That Land on Engineering Teams

Quiz: The Safety Requirements That Land on Engineering Teams

Threat Modelling an AI Feature Before You Write Code

Quiz: Threat Modelling an AI Feature Before You Write Code

Prompt Injection, Tool Abuse and Untrusted Content Handling

Quiz: Prompt Injection, Tool Abuse and Untrusted Content Handling

Secrets, Personal Data and What Leaves Your Trust Boundary

Quiz: Secrets, Personal Data and What Leaves Your Trust Boundary

Designing Evaluation Gates Into Continuous Integration

Quiz: Designing Evaluation Gates Into Continuous Integration

Writing Test Sets That Represent Real Users and Real Failures

Quiz: Writing Test Sets That Represent Real Users and Real Failures

Guardrails at Input, Output and Tool Call Level

Quiz: Guardrails at Input, Output and Tool Call Level

Structured Output, Schema Validation and Refusal Handling

Quiz: Structured Output, Schema Validation and Refusal Handling

Retrieval Design That Reduces Fabricated Answers

Quiz: Retrieval Design That Reduces Fabricated Answers

1 of 2

Previous Lesson

Quiz: Designing Evaluation Gates Into Continuous Integration

Safe AI for Developers: Shipping AI Features Without Shipping the Risk
Designing Evaluation Gates Into Continuous Integration
Quiz: Designing Evaluation Gates Into Continuous Integration

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Question 1 of 5

1. Question

What is the purpose of an evaluation gate in a CI/CD pipeline?

To slow down deployment so bugs can be found manually
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To check that a model meets safety, fairness and performance criteria before code is merged
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To encrypt the model weights
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To collect feedback from users
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Question 2 of 5

2. Question

Which of the following is an example of a fairness evaluation gate?

Measuring average prediction latency
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Checking that model accuracy does not drop below a threshold
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Measuring whether model outputs differ systematically across demographic cohorts
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Verifying that the model rejects prompt injections
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Question 3 of 5

3. Question

How should evaluation gate thresholds be set?

By guessing based on industry standards
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By running evaluation against the baseline model, measuring current performance, and setting thresholds slightly below it
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By setting them as loose as possible to avoid blocking deployments
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By asking the model what threshold it prefers
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Question 4 of 5

4. Question

What should happen if a development team wants to deploy a model that fails an evaluation gate?

Deployment should be blocked automatically with no exception
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The team should ignore the gate and deploy anyway
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The gate should require explicit justification and approval from a senior engineer, with override logged and audited
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The gate should be deleted so it does not cause problems
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Question 5 of 5

5. Question

Which type of evaluation gate measures whether a model refuses requests for harmful content?

Performance gate
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Latency gate
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Safety metric gate
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Cost gate
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