Which action demonstrates the principle of fairness in a generative AI deployment?

• A.redacting PII from the training dataset
• B.hosting the model in a carbon-neutral data center
• C.requiring users to sign Acceptable Use Policies
• D.auditing model outputs for bias

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A practitioner is estimating the operational cost of integrating a cloud-hosted LLM API into an application. How does tokenization influence the cost of using this API?

• A.Tokenization has no impact because pricing is based on a flat-rate subscription.
• B.Costs are determined by the number of API calls.
• C.Tokenization increases cost by requiring additional GPU run time.
• D.The number of tokens determines the per-request cost.

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Why is a Human-in-the-Loop workflow essential when an AI agent has write access to a production database?

• A.to allow the AI agent to bypass the integrity constraints of the database
• B.to allow the AI agent to automatically resolve transaction deadlocks
• C.to provide administrative credentials required to bypass MFA requirements
• D.to serve as a safety gate against unintended data modifications

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A marketing team must generate high-fidelity images for a new product launch. Which model is designed to handle this task through the process of iterative noise reduction?

• A.diffusion models
• B.generative adversarial networks
• C.variational autoencoders
• D.large language models

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What is the role of the client in the Model Context Protocol?

• A.to orchestrate interactions with servers
• B.to provide resources for task execution
• C.to act as a tool or service provider
• D.to act as an LLM for inferencing

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