Gaurav Dewani

the context curator

AI is not deterministic. It is stochastic.

When you click a button in Excel, you expect the same result every time. This helps build confidence and trust in the tool. When you feed a prompt to GPT-5, it gives you slightly different answers every time. Sometimes brilliant. Sometimes bizarre.

The next groundbreaking AI product will be one that focuses on minimizing the bizarre. Note that better foundational models don't simply eliminate the bizarre. How frequently the LLM spits out a bizarre response is usually a function of how the context layer is curated on top of the foundational model.

The prompt engineer must graduate to context curator.