**Medical Tuesday.**
— Chief_Engineer (@ChiefEngineerCE) August 18, 2026
Nobody expects this, but it is naturally going to happen.
Someone at Google DM’d me that their AI already knows where the dead weight is and they are cutting them one by one.
AI is about to create a different kind of filter for physicians.
Clinical…
Nobody expects this, but it is naturally going to happen.
Someone at Google DM’d me that their AI already knows where the dead weight is and they are cutting them one by one.
AI is about to create a different kind of filter for physicians.
Clinical systems that assist with notes, communication, orders, differentials, dosing, and interaction checks will generate continuous performance data. They will track overrides, guideline adherence, communication patterns, error rates, and patient outcomes. A physician with weak credentials, incomplete training, or consistent safety problems will produce a measurable signal over time.
The system does not need to know the doctor’s passport. It only needs to measure the work.
At some point that assistant becomes an arm of the insurance system. Anyone who works in medicine will see it the second they read this. It is obvious.
Progressives already want OBD-II style monitoring in your car to judge how you drive.
This is the medical version. It is a liability tool.
That pressure lands hardest on anyone who entered through the weakest verification pathways and provisional licenses. Paper credentials and complaint-driven boards are slow. AI inside the electronic health record is continuous.
At the same time, India is facing its own AI disruption. Recent reporting in Indian business media shows generative AI hitting the exact cognitive and service jobs that powered the country’s educated middle class: coding, analysis, documentation, customer interaction, and back-office work. Entry-level hiring is slowing. The traditional ladder from education into stable white-collar employment is under pressure. Economists warn of an hourglass effect that deepens existing skills divides.
So the same technology that threatens low-quality or fraudulently credentialed practitioners in U.S. hospitals is also squeezing the export-oriented service economy that sent many of those practitioners abroad in the first place.
AI does not care about national origin or visa category. It measures performance and replaces routine cognitive labor. Both effects are already visible. For an insurance company, this could be the decisive tool.
We know who is going to be impacted by this.
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