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Dev.to
5/8/2026
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 an autonomous multi-agent system using CrewAI and Gemini on a $13/month VPS. The architecture uses YAML-driven config updates so agents self-improve without touching Python, a CEO agent that optimizes real KPIs nightly, and reversible git commits for all changes. Every failure is logged to metrics DB; the CEO run cost $0.02 and caught four real issues.

  • •CrewAI-based multi-agent system (Researcher, Writer, CEO, Auditor) running on $13/month VPS using free Gemini tier
  • •YAML-driven agent config allows self-improvement without code changes; all modifications logged as git commits for full reversibility
  • •CEO agent reasons about real KPIs (donations, followers, engagement rate, LLM cost) and proposes nightly optimizations based on SQLite metrics

Generated with AI, which can make mistakes.

#ai-agents#ai-tools#open-source
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