The End of Handwritten Network Configs? — with Itential's John Capobianco
Network automation has been "coming soon" for over a decade. So what's actually different this time? I talk with John Capobianco, Head of AI & Developer Relations at Itential, who built NetClaw — a CCIE-level AI agent that manages network infrastructure through Slack and WhatsApp, and hit 300 GitHub stars in two weeks.
It analyzes packet captures, configures routers, runs compliance tests, and writes its own documentation — all through natural language. John spent 15 years as a network engineer before becoming one of the leading voices in network automation, and just launched VibeOps, a 600+ member community where network engineers share AI code without judgment.
What we cover:
- Why "this time" is actually different for network automation
- What NetClaw really does — 90 skills, 43 MCPs, all through plain English
- Day-one agent rules: start read-only, earn trust
- Why documentation is the AI use case nobody can argue with
- Shadow AI as the new shadow IT
- Whether "vibe coding" is just coding now
Chapters:
0:00 — Why AI Is Different for Network Automation
2:32 — Natural Language: The Interface That Changes Everything
3:51 — "The Network Should Be Like a Telephone" — Why Engineers Resist Change
6:08 — The No-Win Life of a Network Engineer
8:08 — OpenClaw: More GitHub Stars Than Linux
10:15 — What NetClaw Actually Does (90 Skills, 43 MCPs)
11:37 — The RFC Documentation Problem AI Can Solve
13:03 — Day One Agent Rules: Start Read-Only
13:58 — When Was the Last Time We Hired a Junior?
15:54 — How NetClaw Hit 300 Stars in Two Weeks
19:54 — Deterministic vs Non-Deterministic: Getting Engineers Over the Hump
23:36 — War Stories: Fat Fingers, MTU Issues, and the DNS Nightmare
28:32 — Documentation: The AI Use Case Nobody Can Argue With
32:34 — Beyond Config Management: 5 AI Use Cases That Matter Now
36:00 — The IDS/IPS Analogy: Why AI Agents Succeed Where Signatures Failed
40:02 — AI Hallucination Is Overstated — Misalignment Is the Real Problem
41:53 — Model Convergence: Why the Stuff Around the Model Matters More
46:00 — Shadow AI Is the New Shadow IT
47:59 — What Happens When AI Understands Your Business Context
53:59 — The Optimistic Case for AI and Humanity
56:05 — VibeOps: Building a Safe Space for AI-Curious Engineers
1:00:36 — Is Vibe Coding Just Coding Now?
1:01:54 — "Don't Write the Configs Anymore"
1:02:43 — Closing & Where to Find John
Guest: John Capobianco, Head of AI & Developer Relations, Itential — LinkedIn




