Context Is the New Integrity Layer
The Inheritance Shift, Part I
I’m now a little over a year into writing this Substack, and while the goal has not changed, the discipline of writing every week has made the recurring ideas easier to see.
Engines of Change keeps circling the same underlying question from different directions: what happens when machines stop being tools for media and start becoming interpreters of it?
For most of the history of media infrastructure, that question barely existed. Machines moved media through the pipeline. Humans carried the meaning. That arrangement held for a long time because the systems themselves did not need to understand media. They just needed to move it.
That assumption is beginning to fail. AI systems are now expected to read, transform, recombine, and publish media at a scale and speed that human-only workflows cannot match. Once machines participate directly in creative workflows, the gap between files and meaning becomes much harder to ignore.
The next phase of media infrastructure will not be defined by new distribution channels. It will be defined by whether systems can preserve the context that gives media its meaning.
The first series is The Inheritance Shift.
For decades, the industry optimized discovery engines. Search, recommendation, audience targeting, and engagement systems all assumed the same thing: content already existed as a stable object.
AI breaks that assumption. Content is no longer static. Scenes are recomposed. Voices are localized. Stories expand into derivative formats. Assets move through systems that do not just store and deliver them, but actively participate in changing them.
Once media starts evolving at machine speed, the problem shifts. Systems need to preserve the context that explains what a piece of media is, where it came from, and what can legally and creatively happen to it next.
Discovery was built for static catalogs. Inheritance is required for living media. This series is about that transition, and it begins with the structural problem underneath all of it.
Paid subscribers get the full Deep Cut, including the reconstruction economy, the limits of annotation and detection, and why I think context is becoming a real infrastructure layer in modern media systems.
