One month ago, President Trump launched America.gov, a government built around you.
It puts you first. Respects your time. And actually works for YOU.
See the historic launch yourself in Hello, America. 🇺🇸
"Anybody reporting Voter Fraud in the past Elections, or the upcoming 2026 Midterm Election, will be paid $1,000,000 upon the arrest and conviction of those that created the Fraud!" - President Donald J. Trump 🇺🇸
Our two goals with Rampart Edge were
1. Reduce false positives
2. Make it way smaller
We built this model to prevent PII from ever even leaving a user's device on America.gov. Meaning it needs to be downloaded on every device before chat messages leave
To do this we began with a 50.74MB base model and hill-climbed with the following big wins:
- Reducing from 6 layers to 4 layesr
- Making the word table smaller
- 4-bit weights, shared between layers
The training data was entirely synthetic. We saw big wins by starting with government redacted documents and filling in synthetic PII.
We were able to significantly reduce the download size of the model to just 1.45MB.
Rampart Edge is a four-layer model with one shared set of weights stored in 4-bit. Its word table is a low-rank factorization and under a fifth of the size of the original base model table.
It's open source and public domain: huggingface.co/nationaldesig…
Elon Musk says he'll be giving shares of his companies directly to the public - most likely through the Trump Account mechanism.
Universal Basic Capital has arrived, folks.
We are officially in the future.