Two ways to help advance the research.
The experiment runs on a consumer machine today. The next configuration — larger model, per-entity finetuning — needs hardware. Anything raised here goes to that.
Pay what feels right.
Donations go through a dedicated GoFundMe so research funds stay cleanly separated from RiskMeter revenue. No newsletter, no thank-you email cadence, no donor list. Donate once if the work moves you and otherwise just read.
Donate on GoFundMeA scan from RiskMeter funds this project.
RiskMeter is the day work — a small website security scanning service the same person runs. Surplus from RiskMeter pays for the hardware behind these experiments. If you ship a site (especially one your AI agent shipped foryou) and want to know what it's exposing, that's a way to help that gives you something back.
See RiskMeterAn honest note.The cross-link to RiskMeter exists because the research is funded by it, not because we want to push anyone toward it. If a one-time donation is easier — or if neither fits — that's also fine. The integrity of the project is the priority. Everything else is a means.