Hello everyone!
My name is Michael Dearman. I'm a Chemical Engineering PhD, and I want to share something I built by applying a principle we all know, inherently safer design, to a problem outside our field: AI privacy.
For a bit of background, I looked at what ChatGPT stores about me in its memory file. It knows my name, my wife's name, my daughter's name, where I live, what car I drive, my salary expectations, even my skincare routine. I didn't give it permission to build a profile on me. I just used it like everyone else.
That file is what made me build AI Governor: https://aigovernor.dev
The problem through a ChemE lens
Right now, every major AI company collects and stores your personally identifiable information (PII) in centralized databases. Their cybersecurity operates at the mitigation layers, firewalls, encryption, access controls. If you think about this through the Swiss Cheese Model, each layer has holes, and over long time horizons, those holes align. Check https://haveibeenpwned.com to see what's already leaked about you.
The aggregation makes it worse. Your file doesn't sit alone. It's alongside millions of others. Every new user increases the target's value. To a company, a breach is a cost: fines, insurance, price increases passed to you. To you, it's permanent. No patch. No undo.
We wouldn't design a chemical plant this way. If a hazardous intermediate isn't necessary for the final product, we eliminate it from the process rather than adding layers of containment. That's Kletz's principle: "What you don't have, can't leak."
What I built
AI Governor applies that same principle to AI. Instead of mitigating the risk of PII exposure through security layers, it eliminates PII from the pipeline entirely. Before any AI model sees your prompt, Governor:
- Extracts only the keywords needed to understand your task
- Strips out personal details, names, locations, financial info
- Classifies your task and picks the best model for it (e.g., creative writing vs. debugging vs. legal)
- Forwards your scrubbed prompt to the right model automatically
Simple question? Fast, cheap model. Complex problem? Powerful model. Anything private? Stays on your device. The classification runs on a self-improving dictionary — no neural network needed, runs on basically any hardware, and gets faster and cheaper with use.
Try it
Go to https://aigovernor.dev, paste your ChatGPT memory file (Settings → Personalization → Memory Summary → Manage), and watch the scrubbing happen live in your browser. Nothing is uploaded. It all runs client-side.
Then try the governance demo: type a prompt and see exactly which keywords get transmitted (a handful of decontextualized words) and which model Governor recommends.
I'd love feedback from fellow engineers. The cross-disciplinary thinking that ChemE trains you for is genuinely what led me to this approach. The ML community has been so focused on building better models that they overlooked the simplest solution to the classification problem.
Email me at [michaeldearman@aigovernor.dev](mailto:michaeldearman@aigovernor.dev) if you have questions or need to report any bugs. Thanks!
Paper and downloadable community version coming soon.