Team Leader

Mistral-7B-Instruct

Fine-tuned on 10K triage logs

Stability Agent

Qwen-7B-Chat

BGP/OSPF RFCs + 5K routing cases

Security Agent

Mistral-7B-Instruct

100K CVE database + ACL patterns

Troubleshooting Agent

CodeLlama-7B

IP/TCP/UDP RFCs + packet analysis

Domain Expertise: 7B model trained on OSPF docs beats GPT-4 on routing issues

Speed: 2-3s inference vs 5-10s for GPT-4 (5x faster)

Cost: Self-hosted = $0/token vs GPT-4 $15/1M tokens

Privacy: Network configs never leave your infrastructure

Automatic Fallback: If fine-tuned model fails → OpenAI GPT-4o-mini (graceful degradation)