AI Security Scanning: Beyond SAST/DAST

End-of-lesson check

15 questions · take it digitally for instant feedback at tendril.neural-forge.io/learn/quiz/end-ai-coding-AI-security-scanning-creators

1. Which type of security vulnerability can AI scanning detect that traditional SAST and DAST tools frequently miss?

   1. Compiler-level syntax errors in source code
   2. DNS configuration mistakes
   3. Logic vulnerabilities such as authentication bypass and business logic flaws
   4. Memory corruption vulnerabilities like buffer overflows

2. What must remain a part of the vulnerability confirmation process even when using AI security scanning tools?

   1. Security engineer manual review
   2. User acceptance testing
   3. Automated vulnerability patching
   4. Legal compliance audit

3. Why do false positives from AI security scanning pose a significant operational challenge?

   1. They permanently corrupt security scanning databases
   2. They automatically trigger production system shutdowns
   3. They create legal liability for the organization
   4. They consume security team time and resources, potentially exhausting the team

4. What does AI security scanning provide for each vulnerability it detects?

   1. Legal liability determination
   2. Severity and exploitability assessment
   3. Guaranteed proof of exploit
   4. Automatic CVE assignment

5. When designing an AI security scanning system, which element involves analyzing why certain vulnerabilities were incorrectly flagged?

   1. Compiler integration
   2. User interface theming
   3. Automated remediation scheduling
   4. False-positive pattern management

6. What is a fundamental limitation of using AI for security scanning?

   1. AI can guarantee zero-day vulnerability detection
   2. AI can autonomously deploy security patches
   3. AI cannot eliminate all false positives from its output
   4. AI can replace all security personnel

7. How should AI security scanning be integrated into an existing security program?

   1. Only for low-risk development projects
   2. As a complete replacement for all existing security tools
   3. Exclusively after all manual testing is complete
   4. Alongside traditional SAST/DAST tools as a complementary layer

8. What does coverage measurement in AI security scanning primarily evaluate?

   1. The cost of the scanning infrastructure
   2. The marketing reach of the security vendor
   3. The percentage of vulnerability types and code paths the scanner can detect
   4. The number of developers using the tool

9. Which statement accurately reflects the relationship between AI security scanning and security engineer expertise?

   1. AI scanning should augment, not replace, security engineer expertise
   2. AI scanning has made security engineers obsolete
   3. AI scanning eliminates the need for any human oversight
   4. Security engineers should only review AI findings after critical incidents

10. In the context of AI security scanning, what is the purpose of severity scoring?

    1. To calculate financial damages from potential breaches
    2. To help security teams prioritize which vulnerabilities to address first
    3. To assign blame to developers who wrote vulnerable code
    4. To automatically determine which code to delete

11. What distinguishes AI security scanning from traditional SAST tools in terms of detection capability?

    1. Traditional tools can detect zero-day exploits automatically
    2. AI can detect business logic flaws and novel attack patterns that rule-based tools miss
    3. Traditional SAST tools can detect vulnerabilities in compiled binaries only
    4. AI scanning requires source code to be bug-free before scanning

12. What workflow element ensures that AI-detected vulnerabilities receive appropriate human validation?

    1. Quarterly security reporting cycles
    2. Automatic ticket closure after 24 hours
    3. Random vulnerability sampling
    4. Security engineer review workflow

13. Which of these terms is part of the core vocabulary for "AI Security Scanning: Beyond SAST/DAST"?

    1. quantum chromodynamics
    2. security scanning
    3. sonnet meter
    4. crop rotation

14. Who is the intended audience for this material?

    1. It is written exclusively for licensed pilots in training.
    2. It is written for high-school and adult learners going deeper working on ai-coding.
    3. It is intended only for graduate researchers in physics.
    4. It targets professional chefs working in commercial kitchens.

15. Which habit is the biggest pitfall when applying these ideas?

    1. Comparing answers from more than one source.
    2. Pausing to verify results before acting on them.
    3. Asking for examples to make a concept clearer.
    4. Skipping review and trusting the first output without checking it.