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Seeking hardcore engineers & designers to fix the most broken user experiences on Earth
Apply at ndstudio.gov
The shipping didn't stop in Sept. See the latest: America.gov/releases
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. 🇺🇸
Hello, America
National Design Studio retweeted
More great features on America.gov
Now on america.gov/fraud: report voter fraud!
Now on America.gov: find senior, affordable, or public housing resources near you
America.gov now shows images in responses when helpful
Now on America.gov: report fraud against government programs in just a few steps and, if eligible, receive a reward up to $30K
National Design Studio retweeted
Now on America.gov: report fraud against government programs in just a few steps and, if eligible, receive a reward up to $30K
National Design Studio retweeted
You can now report fraud directly on the America.gov platform with a reward up to 30k
Now on America.gov: report fraud against government programs in just a few steps and, if eligible, receive a reward up to $30K
Now on America.gov: report fraud against government programs in just a few steps and, if eligible, receive a reward up to $30K
National Design Studio retweeted
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.
Replying to @ndstudio
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…
National Design Studio retweeted
It was a great honor to work on Trump Accounts. Consider joining @ndstudio to work on much more just like it
Now on America.gov: extremely fast smart suggestions with an all-local dictionary
Now on America.gov: get a step-by-step plan in a single click
National Design Studio retweeted
Ship ship ship
America.gov just added dark mode and made chat 5x faster
America.gov just added dark mode and made chat 5x faster












