#machine-learning - ScanMalware Security Blog

ai-verdictmachine-learningtyped-decisions

A Second Opinion on Every AI Verdict: 17 Jev-Style Models Tested

September 24, 2026•10 min read

Jev from TypeSafe AI made typed-decision models the hottest thing in AI this month. We benchmarked 17 open Jev-style models on real ScanMalware verdicts to find one that can double-check our AI Security Verdict. An off-the-shelf model with no training won, two models now check live verdicts, and our first benchmark taught us more by being wrong.

Introducing Stable Behavioral Signatures: Clustering JavaScript by What It Does

March 30, 2026•9 min read

ScanMalware introduces two new behavioral fingerprinting algorithms that cluster JavaScript by runtime behavior patterns rather than exact code matching. Stable signatures bucket API usage into categories for deterministic grouping, while behavior vectors enable continuous similarity scoring across scans.