Bro, imagine an AI that can see, hear, and read a website while hunting bugs at the same time. Yeah, that's PolyglotBugHunter-X. Try it live — one click, no install, no server, runs in your browser. A multimodal agent for automated web security testing. It reads pages (text), looks at rendered output (image), and listens to uploads (audio) at the same time, then reports what it found with CVSS v3.1 scores and evidence you can re-check. It ships 43 detection payloads across 8 bug classes (24 of them polyglot — single strings that are simultaneously plausible HTML, JS, SQL and shell), a payload-routing engine that guesses the right vector from the parameter name, and a scoring profile. This…
Open weights
mit
transformers
Production-grade machine learning models for customer churn risk classification (forward 90-day inactivity) and customer lifetime value (LTV) regression (forward 180-day net spend), trained on the validated UCI Online Retail II dataset. - Models were validated using strict temporal cohort splits across monthly cutoff dates (2010-03-01 through 2011-06-01). - Random K-fold splitting was strictly avoided to prevent temporal leakage and lookahead bias. Using cost-benefit scenario analysis on test cohort ($N=4,324$): - Unit Contact Cost ($c$): £2.50 - Retention Offer / Incentive ($d$): £15.00 - Customer Lifetime Value Recovered ($v$): £45.00 - Uplift / Success Rate ($u$): 15% (Base Scenario) The…
Open weights
cc-by-4.0
scikit-learn
