Software engineering
Built to disrupt how software gets made
Classic delivery assumed humans typed most of the code, vendors kept the keys, and change slowed when the build team left. AI enablement flips that model.
The shift
From “hire a team to build software” to “stand up a system your team can evolve”
Software engineering does not disappear — it concentrates. Architecture, data, security, and product taste still need humans. What compresses is the distance from a domain problem to a running vertical slice, and the cost of every change after that.
- Fewer people writing boilerplate; more people specifying, reviewing, and shipping
- GenAI spend replaces a large share of routine implementation hours — on your meter, with your caps
- No ongoing license fee for code you already own — cloud and models are pass-through; annual vendor price hikes have nowhere to hide
- Vendor value moves from “we hold your code” to “we get you to a handoff you can run without us”
- Organizations that adopt this loop outpace teams still waiting on traditional delivery capacity
Why this matters: The disruption is not a better chatbot. It is a different unit of work — owned systems that keep moving after the first build, because the client controls the repo, the cloud, and the agent toolchain.