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AI Operations · Glossary

AI Operations Discipline

AI Operations is a discipline, with primitives, an operating model, and a lifecycle, not a product category and not a buzzword.

The discipline framing is the load-bearing claim of the master category. Categories rise and fall. Disciplines compound. DevOps is a discipline. MLOps is a discipline. AI Operations is a discipline.

The primitives are the Eight Components of an Interactive Agent: Prompts, Policies, Routines, Glossary, Macros, Variables, Tools, Knowledge Base. Domain experts compose these into the behaviour the agent executes.

The operating model is centralised governance and distributed ownership (see Centralised Governance; Distributed Ownership). One estate, governed centrally. Many authors, owning their policies at the edge.

The lifecycle is Build-Connect-Deploy-Govern-Improve. Five stages, sequenced and named (see Build-Connect-Deploy-Govern-Improve Lifecycle). The discipline runs the cycle continuously, not once per release.

Naming the discipline matters because the alternative is naming features. Features depreciate. Disciplines accumulate canon.

Related terms