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SAST, DAST, and SCA Pipeline Integration
10.1🔒Shift-Left Security for AI ApplicationsShift-left security means integrating security testing early in the development lifecycle -- ideally in CI/CD pipelines. For AI…
10.2🔒Tool Landscape
10.3🔒Complete CI Security Pipeline
10.4🔒AI-Specific Semgrep RulesStandard SAST rules do not catch AI-specific vulnerabilities. Write custom rules:
10.5🔒Pipeline Architecture
10.6🔒Handling Security FindingsPro Tip: Track your false positive rate. If it exceeds 20%, the team will stop trusting the tool. Tune rules to reduce noise while…
10.7🔒Exercises: Chapter 10Exercise 10.1 (Beginner, 45 min): Set up Semgrep with the AI-specific rules and run it against a sample project.
10.8🔒Q&ASelf-Assessment Quiz: Chapter 101. What is the difference between SAST, DAST, and SCA? 2. Why do standard SAST rules miss AI-specific vulnerabilities? 3. What should…
10.9🔒Key Takeaways- Shift-left security catches vulnerabilities earlier and cheaper - AI applications need custom SAST rules beyond standard rule packs - A…
10.10🔒Career Translation- Architected a multi-layered CI security pipeline integrating Semgrep SAST, Snyk SCA, GitLeaks secret detection, OWASP ZAP DAST, Trivy…
10.11🔒Q&AInterview Depth CheckPrompt: You are tasked with writing a custom Semgrep rule for an AI application. The rule should detect when LLM output is used directly in…