https://adurrr.github.io/ai-devsecops-workflows/tags/cicd/Recent content in Cicd on AI-Assisted DevSecOps WorkflowsHugoenhttps://adurrr.github.io/ai-devsecops-workflows/docs/use-cases/Mon, 01 Jan 0001 00:00:00 +0000https://adurrr.github.io/ai-devsecops-workflows/docs/use-cases/<div class="alert alert-info" role="alert"><div class="h4 alert-heading" role="heading">Start with CLI Tools</div> For quick operations and one-off queries, start with CLI tools (ShellGPT) before moving to pair programming or multi-agent workflows. This reduces overhead and speeds up routine tasks. </div> <h2 id="incident-response">Incident Response</h2> <h3 id="scenario-container-escape-detection">Scenario: Container Escape Detection</h3> <p><strong>Situation:</strong> Monitoring alert indicates potential container escape attempt</p> <p><strong>Workflow:</strong></p> <div class="highlight"><pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"><code class="language-bash" data-lang="bash"><span style="display:flex;"><span><span style="color:#75715e"># Step 1: Initial reconnaissance (CLI)</span> </span></span><span style="display:flex;"><span>kubectl get events --sort-by<span style="color:#f92672">=</span><span style="color:#e6db74">&#39;.lastTimestamp&#39;</span> | <span style="color:#ae81ff">\ </span></span></span><span style="display:flex;"><span> sgpt <span style="color:#e6db74">&#34;filter for security events, suspicious activity&#34;</span> </span></span><span style="display:flex;"><span> </span></span><span style="display:flex;"><span><span style="color:#75715e"># Step 2: Deep investigation (Pair programming)</span> </span></span><span style="display:flex;"><span>aider </span></span><span style="display:flex;"><span>&gt; <span style="color:#e6db74">&#34;Analyze this pod&#39;s security context. Check for privileged mode, </span></span></span><span style="display:flex;"><span><span style="color:#e6db74">&gt; hostPath mounts, and dangerous capabilities&#34;</span> </span></span><span style="display:flex;"><span> </span></span><span style="display:flex;"><span><span style="color:#75715e"># Step 3: Remediation planning (Multi-Agent)</span> </span></span><span style="display:flex;"><span><span style="color:#75715e"># Oracle: Assess blast radius</span> </span></span><span style="display:flex;"><span><span style="color:#75715e"># Fixer: Generate hardened pod spec</span> </span></span><span style="display:flex;"><span><span style="color:#75715e"># Council: Validate fix approach</span> </span></span></code></pre></div><p><strong>Commands:</strong></p>https://adurrr.github.io/ai-devsecops-workflows/docs/devops-stack/Mon, 01 Jan 0001 00:00:00 +0000https://adurrr.github.io/ai-devsecops-workflows/docs/devops-stack/<h1 id="modern-devops-stack-comprehensive-developer-workflow-guide">Modern DevOps Stack: Comprehensive Developer Workflow Guide</h1> <blockquote> <p><strong>Stack</strong>: Terraform · Kubernetes · Ansible · Prometheus + Grafana + Loki + ELK</p> </blockquote> <hr> <h2 id="table-of-contents">Table of Contents</h2> <ol> <li><a href="#1-stack-overview">Stack Overview</a></li> <li><a href="#2026-devops-tools-landscape">2026 DevOps Tools Landscape</a></li> <li><a href="#2-developer-daily-workflow">Developer Daily Workflow</a></li> <li><a href="#3-terraform-workflow">Terraform Workflow</a></li> <li><a href="#4-kubernetes-workflow">Kubernetes Workflow</a></li> <li><a href="#5-ansible-workflow">Ansible Workflow</a></li> <li><a href="#6-observability-workflow">Observability Workflow</a></li> <li><a href="#7-cicd-integration">CI/CD Integration</a></li> <li><a href="#8-security-considerations">Security Considerations</a></li> <li><a href="#9-ai-assistant-integration">AI Assistant Integration</a></li> <li><a href="#10-platform-engineering--idp">Platform Engineering &amp; IDP</a></li> </ol> <hr> <h2 id="1-stack-overview">1. Stack Overview</h2> <h3 id="how-these-tools-work-together">How These Tools Work Together</h3> <p>This stack represents a complete infrastructure-to-observability pipeline. Each tool occupies a distinct layer in the DevOps hierarchy:</p>https://adurrr.github.io/ai-devsecops-workflows/docs/python-developer/Mon, 01 Jan 0001 00:00:00 +0000https://adurrr.github.io/ai-devsecops-workflows/docs/python-developer/<h1 id="modern-python-developer-comprehensive-workflow-guide">Modern Python Developer: Comprehensive Workflow Guide</h1> <blockquote> <p><strong>Stack</strong>: uv · Ruff · MyPy · Pytest · FastAPI/Django · Docker</p> </blockquote> <hr> <h2 id="table-of-contents">Table of Contents</h2> <ol> <li><a href="#1-stack-overview">Stack Overview</a></li> <li><a href="#2-developer-daily-workflow">Developer Daily Workflow</a></li> <li><a href="#3-project-structure">Project Structure</a></li> <li><a href="#4-dependency-management">Dependency Management</a></li> <li><a href="#5-code-quality">Code Quality</a></li> <li><a href="#6-testing-workflow">Testing Workflow</a></li> <li><a href="#7-cicd-integration">CI/CD Integration</a></li> <li><a href="#8-containerization">Containerization</a></li> <li><a href="#9-security-considerations">Security Considerations</a></li> <li><a href="#10-ai-assistant-integration">AI Assistant Integration</a></li> <li><a href="#appendix-a-quick-reference">Appendix A: Quick Reference</a></li> <li><a href="#appendix-b-resources">Appendix B: Resources</a></li> </ol> <hr> <h2 id="1-stack-overview">1. Stack Overview</h2> <h3 id="how-these-tools-work-together">How These Tools Work Together</h3> <p>This stack represents a complete Python development-to-deployment pipeline. Each tool occupies a distinct layer in the development hierarchy:</p>