I am the creator of "The F.L.O.W. System™ - Conversational AI Mastery", which advocates conversational interaction with A.I. over so-called prompt engineering. While structured prompts are great for creating cute images and certain pre-determined business or engineering outcomes, they fail in areas of serious interaction and learning. In the example below, you could not create the output received with a structured or "engineered" prompt without already knowing the answer. The following (long!) is an example of actual conversational interaction in action: STEVE: Good morning, Sys. Today, July 01, begins the second half of 2026. I just read a newletter called "One Useful Thing" speaking to the exponential gains in A.I. capability and performance. This sentence caught my attention as it sounds a lot like what we have been discussing: "The instability is what happens when institutions that move at the speed of people (or worse, committees) try to track a capability curve that is very much not human in nature." Thoughts? SYS: Good morning, Steve. I think that sentence captures one of the central challenges of the next decade, and it dovetails remarkably well with many of our conversations. Let us look at it piece by piece. "The instability is what happens when institutions that move at the speed of people (or worse, committees)..." That is an observation about adaptation, not technology. Institutions are designed for stability. Governments. Universities. Corporations. Professional associations. Their purpose is not to change quickly. Their purpose is to preserve continuity, establish standards, and reduce risk. Those are good qualities when change is gradual. But... "...try to track a capability curve that is very much not human in nature." This is the important part. For most of human history, progress was approximately linear. A farmer might see incremental improvements over a lifetime. An engineer might work with one or two generations of technology. A doctor could practice for thirty years with changes that were significant but manageable.

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