vExpertAI
vExpertAI
Architecture: Grouped Query Attention (GQA)
Strength: Fast pattern matching & classification
Why: Rapid incident triage and routing (2-3s)
"Interface down" → Keyword analysis → Route to Troubleshooting
Architecture: Enhanced attention for reasoning
Strength: Multi-step technical reasoning
Why: OSPF/BGP requires relationship analysis (7-10s)
LOADING→FULL: Check neighbors → Config → Conclusion: Normal ✓
Pre-training: 500B tokens of CODE
Strength: Perfect CLI syntax understanding
Why: Cisco IOS commands must be syntactically perfect
conf t → interface Gi0/1 → no shut → end
Architecture: Grouped Query Attention (GQA)
Strength: Policy compliance & structured output
Why: Security requires rigid rule following
Failed SSH → Rule: Block → Create ACL → Log action
Architecture: 8B parameters
Context: Longer context window
Strength: Holistic design thinking
Pre-training: 15T tokens (design patterns)
Why: Network design needs big picture
Time: 10-15s for comprehensive design
Example: "Redundant R1→R3 path" → Current: R1-R2-R3 → Design: Add R1-R4-R3 backup → EIGRP load balancing → Dual-homed failover
Key Insight: Different architectures excel at different cognitive tasks. Fine-tuning teaches them YOUR network patterns → 92% accuracy vs 70% generic.