DevSecOps Integration

Embed security into CI/CD pipelines. This document describes the future architecture of the HoBruLu-Sec platform as an AI-assisted DevSecOps security automation environment.

Pipeline Concept

Repository Analysis

Analyze repositories and detect risks.

Container Build

Build secure container workloads.

Vulnerability Scanning

Detect insecure dependencies and CVEs.

Kubernetes Security

Analyze cluster posture and workloads.

AI Recommendations

Generate hardening recommendations.

DevSecOps Security Pipeline


Git Repository
      │
      ▼
Source Code Analysis
(SAST / secrets detection)

      │
      ▼
Container Build
(Docker / BuildKit)

      │
      ▼
Container Image Scan
(Trivy / Grype)

      │
      ▼
Kubernetes Deployment
(K3s cluster)

      │
      ▼
Runtime Security Analysis
(Kubernetes audit + policies)

      │
      ▼
AI Security Agent
(Security recommendations)

      │
      ▼
Hardening Suggestions
(RBAC / NetworkPolicy / SecurityContext)

Long-Term Goal

The long-term objective is to evolve HoBruLu-Sec into an AI-assisted Kubernetes security advisor capable of continuously analyzing infrastructure, detecting risks and recommending remediation actions.

Possible Security Outputs

RBAC Analysis

Detect insecure or excessive permissions.

Privileged Containers

Identify workloads running with dangerous privileges.

Resource Limits

Detect missing CPU and memory restrictions.

Network Policies

Analyze Kubernetes network segmentation posture.

Container Vulnerabilities

Identify vulnerable packages and CVEs.