Multi-Agent Architecture — Run Multiple AI Agents on One Server

What You Get

• 💰 5 agents on one €47/mo VPS — no need for separate servers
• ⚡ 60% fewer rate limit hits with multi-token strategy across agents
• 📉 75% less token burn with optimized AGENTS.md (target <5KB per agent)
• 🔄 Self-healing — crashed services auto-restart in under 5 minutes
• 🧠 Shared knowledge — agents access each other's discoveries via knowledge graph
• 🎯 Specialized agents — each does one thing well instead of one bot doing everything badly

When to Use

• You need more than one agent with different specializations
• One agent is hitting rate limits and you want to split the load
• You want agents for different tasks: ops, trading, security, freelancing
• You need isolated workspaces so agents don't interfere with each other
• You want to route different Telegram groups/topics to different agents