DevSecOps scanning & remediation-as-code (emerging automation)
Key Questions
What SDLC best practices ensure security?
Shift-left security in SDLC phases integrates Gartner trends amid AI workflows. Tools like Trivy/Semgrep prevent supply chain risks from human errors.
How was AppsFlyer SDK exploited?
AppsFlyer SDK was exploited in a 48-hour crypto wallet swap attack in March 2026. This highlights CI/CD secrets and supply chain vulnerabilities like UNC1069/Axios npm.
Why test AI agents with adversarial QA?
Adversarial QA for agents catches exploits LLMs might write, vital for DevSecOps. It addresses pipeline risks exposed by Anthropic Claude Code leak.
What tools support DevSecOps scanning?
AWS Agent, Gemini, Trivy, Semgrep, AKS gates, Eclypsium HBOM, Veracode, Harness enable remediation-as-code. They mature pipelines with OPA/Falco/Vault/IaC.
What is pipeline security in 2026?
Pipeline security includes artifact signing, build attestation, and supply chain transparency per industry guidance. ENISA/Avocado repo incidents reinforce this.
How does AWS Security Agent aid DevSecOps?
AWS Security Agent provides full demos for design review and IaC security. It integrates with Gemini CLI for local/GitHub vulnerability analysis.
What governance gates prevent AKS incidents?
DevSecOps on AKS uses governance gates with Trivy/Grype to block incidents. Automation in modern GCCs embeds security in CI/CD.
Why secure AI vendor development pipelines?
AI vendors' pipelines are their worst enemy, prone to leaks like Claude Code. Evaluating internal DevSecOps is key for trust.
SDLC phase security/Gartner trends reinforce shift-left amid AI workflows/supply chain/Jenkins pipelines; Anthropic Claude Code leak highlights pipeline/human error risks; ENISA/UNC1069/Axios npm/Avocado repo supply chain (secrets CI/CD)/AppsFlyer SDK exploited (48hr crypto wallet swaps Mar'26); AWS Agent/Gemini/Trivy/Semgrep/AKS gates/Eclypsium HBOM/NIST/Veracode/Harness; adversarial QA for agents; maturing pipelines (Trivy/Grype/OPA/Falco/Vault/K8s/IaC).