The Context Tuning Playbook

A large language model is not a search engine. It is not an employee you instruct. It is a conditional probability distribution — P(output | context) — and when you write a prompt, you are not sending a command. You are conditioning that distribution.

This distinction matters because it changes what the practitioner’s job actually is. The training corpus…