← Sunday, October 11, 2026SecurityTool

Rampart filters personal information on-device before chatbot requests

ndstudio.gov Editor score 6/10

Rampart combines regular expressions for identifiers with MiniLM to detect names and street addresses on-device. This offers a practical client-side layer for limiting what sensitive data reaches remote AI services.

What
Rampart is an open-source, browser-native system that filters personal information on-device before chatbot messages are sent.
How
Regular-expression rules catch structured identifiers, while MiniLM uses context to find names and street addresses; the browser redacts detected PII.
Why it matters
For AI builders, local filtering offers a privacy layer before requests leave the device, avoiding reliance on remote filtering.
message message PII findings PII findings redacted requ… browser Regularexpressions MiniLM remote server
On-device readers inspect a message before the browser sends its redacted form onward. Sketched from the article's own text.

Discussion

Discussion is not switched on yet. Use Note above to keep your own thoughts on this story.

Headline, summary, brief and diagram are written by a model from the source's own text; the link, byline and numbers come from the source. Read the original before relying on a claim.

Your note

Private to you. Stored in this browser, and synced to your account when you are signed in.