Cisco AI Technical Practitioner (AITECH) v1.0

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What is aggregation bias in the context of AI-assisted data analysis?

  • A. when data is omitted due to incompatible formats
  • B. when AI uses summary statistics instead of raw data
  • C. when a summary masks subpatterns
  • D. when AI fails to combine conflicting patterns


Answer : C

What is occurring when an agent converts a CSV list into a Markdown table for a final report?

  • A. data transformation
  • B. data classification
  • C. data filtering
  • D. data quantization


Answer : A

A practitioner is using AI to analyze customer support tickets and usage data to compare customer complaint patterns across segments. According to the 4-step EDA methodology, what is the next action after generating a high-level summary of the feedback?

  • A. orient
  • B. correlate
  • C. hypothesize
  • D. visualize


Answer : C

In an AI-powered automation workflow, what is the function of an approval gate?

  • A. to automatically block deployments if system health alerts are active
  • B. to ensure the internal logic of AI remains closed for modification
  • C. to trigger automated completion notifications to project stakeholders
  • D. to apply human judgement before high-impact actions are executed


Answer : D

A team uses AI to scaffold a new microservice. What does this process involve?

  • A. removing redundant logic
  • B. generating the initial structure
  • C. testing the final production code
  • D. creating automated deployment scripts


Answer : B

Which role does AI play in assisting with the refactoring of software code?

  • A. identifying flaws and improving design
  • B. creating a new database schema
  • C. integrating a new API
  • D. reducing manual code documentation


Answer : A

Which activity occurs when a developer uses AI to generate a complete Python class for a new API client based on a high-level description?

  • A. providing inline co-pilot assistance
  • B. performing code scaffolding
  • C. implementing predictive function logic
  • D. executing legacy code refactoring


Answer : B

Which workflow mechanism is being used when a company implements a policy where an AI agent can draft a customer email, but a human must authorize the transmission?

  • A. drift monitoring
  • B. approval gate
  • C. data lineage
  • D. injection mitigation


Answer : B

What is a use case for generative AI in the testing phase of the software development lifecycle?

  • A. generating automated documentation
  • B. generating synthetic test data
  • C. drafting user stories
  • D. performing static code analysis


Answer : B

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


Answer : D

Which AI-driven activity involves a developer providing runtime error logs to a model to receive an explanation of the root cause and a suggested fix?

  • A. automated unit testing
  • B. code scaffolding
  • C. continuous integration optimization
  • D. AI-assisted debugging


Answer : D

In an AI-powered automation workflow, what is deterministic branching?

  • A. A process where the AI model autonomously selects the next step based on its internal confidence score.
  • B. A decision point where the next step is dictated by specific, pre-programmed rules.
  • C. A workflow state that pauses execution until a human manually determines the next step.
  • D. A dynamic system where branching criteria evolve over time using optimization algorithms.


Answer : B

Which software development lifecycle phase utilizes AI to analyze stakeholder documentation for logical inconsistencies and to draft structured user stories?

  • A. requirements
  • B. maintenance
  • C. implementation
  • D. testing


Answer : A

What is a difference between generative AI and agentic AI?

  • A. Generative AI uses retrieval-augmented generation and agentic AI does not support external data sources.
  • B. Generative AI operates autonomously and agentic AI requires a prompt for each action.
  • C. Generative AI produces single-turn responses and agentic AI executes multi-step reasoning loops.
  • D. Generative AI requires tool access and agentic AI relies on its training data.


Answer : C

How does a coordinator agent function in a multi-agent AI framework?

  • A. It orchestrates task delegation across specialized agents and aggregates the outputs.
  • B. It replaces the need for multiple agents by handling tasks within a single reasoning loop.
  • C. It serves as the external data source that each agent queries for grounding information.
  • D. It fine-tunes each agent's model weights to optimize performance on assigned tasks.


Answer : A

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