📰 Dev.to · Theo Valmis

Operating systems were never about interfaces. They were coordination systems. AI is becoming a coordination layer of the same kind for intent, tools, and execu

AI coding assistants generate code at 10-100x human pace. Code review is still linear. The resulting bottleneck can't be solved by hiring — it requires pre-gene

Retrieval-augmented generation is excellent for knowledge lookup. It is the wrong tool for enforcing architectural decisions. The distinction is deep, and most

AI coding tools use one word for four different systems. Memory. Context. Retrieval. Governance. The most expensive mistake an engineering team can make is buyi

As autonomous code generation matures, the bottleneck shifts from generation quality to governance consistency. Here is why review cannot solve it.

`--- title: "I shipped an AI-generated PR that violated four of our own architecture decisions....

The dirty secret of shipping with AI coding agents: every PR is locally optimal and globally...