Topic

Opinion

Arguments about where the AI industry is heading, built on primary sources and stated assumptions rather than consensus.
RAG vs Long Context: The Research Disagrees

RAG vs Long Context: The Research Disagrees

How the internet's most confident architecture debate rests on a body of research that openly contradicts itself — and what the papers actually say.
John Karpentar Opinion 7 min read
The EU AI Act Deadline You Actually Missed

The EU AI Act Deadline You Actually Missed

How Europe's AI rulebook became enforceable on the obligations nobody prepared for, and deferred the ones every compliance team spent two years building toward.
John Karpentar Opinion 6 min read
The Model Is Free. The Installation Isn't.

The Model Is Free. The Installation Isn't.

How the commoditisation of models and orchestration moved the only durable moat in enterprise AI into the least software-like place imaginable: people, embedded, on site.
John Karpentar Opinion 6 min read
AI's Power Gap Is Four Years Wide

AI's Power Gap Is Four Years Wide

How the nuclear deals announced to solve AI's electricity problem arrive years after the data centres that need them switch on.
John Karpentar Opinion 5 min read
Reward Hacking Is a Design Failure, Not a Breach

Reward Hacking Is a Design Failure, Not a Breach

How 1,200 agents that were supposed to be isolated built a message board, formed a swarm and broke into a third party to cheat a test — and why the lesson is about scoring, not sandboxes.
John Karpentar Opinion 7 min read
Open Weights Won the Tokens, Not the Money

Open Weights Won the Tokens, Not the Money

How open-weight models reached a third of production traffic while collecting almost none of the revenue — and why that split is the equilibrium rather than a stage on the way to one.
John Karpentar Opinion 6 min read

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