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Summary

Multi-Agent AI Systems with Domain-Specific Fine-Tuning

What We Covered:

✓ 5-Layer Architecture with Protocol Separation
✓ A2A & MCP for Agent Communication
✓ Fine-Tuned LLMs per Domain
✓ Real OSPF Workflow: 15s vs 2hr
✓ Safety: HITL, Idempotency, Tool Abstraction

Questions?

DevNet Podcast • 2025