// ai engineering, not hype$ ai-systems init --tier=production› spinning up multi-agent orchestrator... ┌──────────┐ ┌──────────┐ ┌──────────┐
│ USER → │ ─→ │ ROUTER │ ─→ │ AGENT 1 │
└──────────┘ └────┬─────┘ └────┬─────┘
│ ▼
│ ┌──────────┐
└────────→ │ AGENT 2 │
└────┬─────┘
▼
┌──────────┐
│ OUTPUT │
└──────────┘✓ orchestrator online 42ms✓ retrieval (rag) online 68ms✓ reasoning online 31ms✓ validator online 24ms$ benchmark --vs gpt-5 --task=domain› running 1,000 evals... ●───●───●───● +14.3%
│╲ ╱│╲ ╱│╲ ╱│ ▓▓▓▓▓▓▓▓▓▓▓▓▓▓░░░░
● ╳ ● ╳ ● ╳ ● on domain-specific
│╱ ╲│╱ ╲│╱ ╲│ evaluation set
●───●───●───●
✓ +14.3% accuracy on domain task✓ -38% inference cost at scale$ deploy --client=production▌