The latest articles on DEV Community by Bijak Technology (@bijaktechnology). https://dev.to/bijaktechnology https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4245796%2F5d62c4b8-f4c1-4553-98e4-9a50f6b95b5c.png https://dev.to/bijaktechnology en Bijak Technology Sun, 15 Nov 2026 11:10:03 +0000 https://dev.to/bijaktechnology/self-host-ai-agents-traefik-coolify-on-hostinger-kvm-vps-na7 https://dev.to/bijaktechnology/self-host-ai-agents-traefik-coolify-on-hostinger-kvm-vps-na7 <blockquote> <p>💡 <em>Originally published on <a href="https://bijaktechnology.com/en/blog/deploy-ai-agent-mandiri-traefik-coolify-hostinger-vps/" rel="noopener noreferrer">Bijak Technology Enterprise Journal</a> with full interactive parameter benchmarks.</em></p> </blockquote> <p>Unchecked cloud infrastructure bills jumping from $40 to $380/month during peak LLM inference are a harsh reality for DevOps teams. When deploying AI automations, operational margins are frequently eroded by API quota markups and egress bandwidth charges without transparent warning. A self-hosted approach on dedicated VPS nodes serves as the ultimate line of defense for corporate budget efficiency.</p> <h2> Multi-AI Agent Orchestration Architecture </h2> <p>Digital transformation requires autonomous entities capable of processing decision context in real time. Multi-agent orchestration distributes heavy computational workloads into isolated microservices: web scraping agents, embedding processors, and LLM inference engines (such as Ollama or vLLM).</p> <p>Isolating each agent within Docker containers caps maximum RAM usage to 4GB per instance, preventing cascade failures caused by memory leaks. Inter-module communication executes over internal Docker networks via REST APIs or local gRPC sockets, maintaining inter-container latency under 1.2 milliseconds.</p> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Comparison Parameter</th> <th>Self-Hosted (Traefik + Coolify)</th> <th>Managed Cloud Platform (AWS ECS/RDS)</th> </tr> </thead> <tbody> <tr> <td><strong>SSL &amp; Routing Automation</strong></td> <td>Automatic via Traefik Labels</td> <td>Vendor Load Balancer Lock-in</td> </tr> <tr> <td><strong>CI/CD Deployment Time</strong></td> <td>&lt; 3 Minutes (Coolify Git Webhook)</td> <td>5–10 Minutes (Cloud Pipeline)</td> </tr> <tr> <td><strong>pgvector Query Latency</strong></td> <td>&lt; 12ms (Local Docker Network)</td> <td>45–110ms (Cross-VPC Network)</td> </tr> <tr> <td><strong>Monthly Cost Structure</strong></td> <td>~$11.99 - $23.99/mo (Fixed)</td> <td>$320 - $850/mo (Fluctuating)</td> </tr> </tbody> </table></div> <p><em>Explore more in-depth system architecture blueprints, FinOps strategies, and enterprise implementations at <a href="https://bijaktechnology.com/en/blog/deploy-ai-agent-mandiri-traefik-coolify-hostinger-vps/" rel="noopener noreferrer">Bijak Technology</a>.</em></p> devops cloud docker opensource