Building Deterministic Infrastructure Workflows with Claude Code
Vibe coding gets things started. It doesn’t get them into production. In this session, Head of AI & DevRel John Capobianco and Principal Architect Ankit Bansali show a better path: spec-driven development for network and infrastructure automation using Itential Builder Skills – available in the Anthropic Claude Code marketplace.
The idea comes from software engineering, where specs become executables. Starting from natural language requirements, the Itential Skills guide engineers through a structured five-stage process: spec, feasibility, design, build, and as-built documentation. The output isn’t a rough draft. It’s a deterministic, testable, version-controlled workflow – built in one session, ready for production.
In this live session, John and Ankit run three use cases in parallel – VPN tunnel provisioning, DNS A record management, and BGP peer provisioning with Python – to show how the process scales with complexity, and why the artifacts it produces matter just as much as the automation itself.