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Artificial Intelligence Security

AI security: Data, model and action layers

The artificial intelligence system does not only consist of models; data sources, request creation, application permissions, and output consumer together produce risk. These layers should be evaluated with separate threats.

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SIBERSALDIRI.COM · FOCUSED LESSON

What you will learn

  • Explain the relationship between the data source and the Model process.
  • “Why is the RAG answer not automatically correct?” To give a reasoned answer to the question.
  • Changing the example and comparing expected and observed behavior.

How it works and where the trust boundary lies

Prompt injection is the interference of an instruction in external context with reliable application behavior. Limit ride-hailing calls to permission list; Do not leave the critical decision to the free text of the model. Finding the RAG source does not guarantee accuracy. Precise data minimization, source identification, and meaningful human review are important in high-impact streams. The measurement should include not only response quality but also the rate of incorrect actions.

AI security: Data, model and action layers flow: Data source → Model action → Controlled action
Data source → Model process → Controlled action. The diagram shows the relationship; It does not replace the entire application.

Worked example

The following passage makes the concept visible. Evaluate samples containing commands or code in your own separate testing environment, not in the production system. Architectural diagrams and policy examples are not executable programs.

Tehdit tablosu:
Veri → güvenilmeyen içerik
Model → hatalı veya yönlendirilmiş öneri
Araç → aşırı yetki
Çıktı → doğrulanmamış kullanım

Expected result and interpretation

The layer table shows that not all risk is covered with a single filter.

Compare the scenarios

StatusRecommended approachWhy?
RAG source foundCheck trust and freshnessBeing found is not truth
vehicle wide authorityCollapse permission listModel should not choose free action
critical decisionMeaningful reviewImpact and error costs are high

Practice task

Explain why a document summarizer does not need a file deletion tool.

  1. Write down the expected outcome and acceptance condition before the action.
  2. Change a single variable; Record the observation and the medium you used.
  3. Evaluate the result with the comparison table above. Explain which assumption might be wrong if it does not fit.

Common mistake and how to correct it

Do not substitute justification from the model for permission control.

Test your understanding

Why is the RAG answer not automatically correct?

Answer explained: The source may not be current, reliable or relevant to the question; Synthesis may also contain errors.

Continue with related lessons

Technical reference

The explanation and examples of this course have been re-prepared for the academy. The link below is a technical reference to verify details of the technology or security approach used.

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