Dev.to
5/9/2026

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System.
Short summary
Developer shipped a multi-agent system (CEO + auditor agents) using CrewAI and Gemini on a $13/month VPS. Novel pattern: agents modify YAML configs, never Python code, enabling safe autonomous self-improvement without execution risk. System tracks KPIs, generates strategic reports, costs $0.02 per run, and is open-source.
- •Multi-agent architecture with CEO and auditor agents on minimal infrastructure ($13/month VPS)
- •YAML-driven config system enables agents to self-improve safely without modifying Python code
- •Open-source CrewAI + Gemini implementation with detailed KPI tracking and cost optimization
Generated with AI, which can make mistakes.
Is this a good recommendation for you?



