Back to feed
Dev.to
Dev.to
5/9/2026
Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System.

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?

Explore more