Ian Provencher
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Operating Stack · how I direct AI

The layer that makes one operator run like a team.

The model is the engine. This is the operating system I run it with.

Everything else on this site — the repos, tools, cron jobs, architectures — is the output. This section is the method: a versioned operating doctrine, an execution register for the work that has to land, the hooks that keep both live automatically, and a live instrument that shows me exactly what every session costs and where it stands.

The four pieces

Why bother

A frontier model is only as good as the operator directing it. The gap between a chat and a shipped system is discipline — spec first, verify adversarially, never claim a result you didn’t observe. I encode that discipline once, in NEXUS v14.2 and a set of hooks, so it runs on every task without being re-typed. This is that layer.