Link and URL safety with decision models

Open-source link attribution platform whose malicious-link check calls Jev before a short link is created.

Discord bot where Jev flags spam and scam links in real time, drives an escalating timeout ladder and profiles members.

Dry-run-first Proton Mail Bridge triage on macOS where Jev answers whether each message is spam or phishing.

Passive Chrome extension that inventories a site's browser-visible attack surface and uses local Laya or Jev to prioritise findings.

Windows antivirus and EDR prototype that extracts file, process and URL features and asks Jev for verdicts, severity and indicators.

Scam text checker where code extracts link and sender facts, Jev answers eleven narrow questions, and a pure policy scores risk.

Reproducible benchmark of Jev vs Claude Haiku 4.5 on 2,000 emails deciding whether an agent should click a link, with calibration audit.

Workflow design article: one Jev Noul asks whether a domain name refers to a protected brand, with the TLD kept out of the input.