AI First Mentality

AI that does the heavy lifting while a person approves every step. Zero AI slop.

AI first, human in charge. AI does the tedious, error-prone work so people can do the judgment work, and nothing destructive happens without a written approval.

The challenge

Years of accumulated data, media and hardware, spread across drives, devices and generations of copies. Nobody could say what existed, what was safe, or what was wasted.

The response

What it produced

Figures are as of November 10, 2026. The full story, with the method and the mistakes, is on the AI Projects pages.

What are you trying to grow?

Tell us what’s happening and what would be better. You don’t need to know which division you need.

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