You cannot make a language model deterministic. Nobody can. What you can do is make the boundary around it deterministic, and that distinction is the difference between a demonstration and a system a business can depend on. The mistake The common error is to deploy a model as though it were ordinary software, and then…
Every call to a model costs money, adds delay, and introduces a way for the system to be wrong that did not exist before. A surprising amount of what gets sold as AI is a lookup, a rule, a calculation or a template wearing a costume. The question to ask first The first question on…
Your accounting package, inventory system, CRM and production software are deterministic, tested, and trusted by the people who use them daily. The opportunity is almost never inside them. It is in what comes out of them. Leave the system of record alone There is a persistent temptation to replace a working business application with something…
Programmatic SEO means building a large number of pages that each answer one specific question a buyer actually types. Done carelessly it produces a content farm. We run it in our own business, and it is the clearest illustration of how agents and deterministic code divide the work. The failure mode Point a model at…