outlier is an open-source, local-first policy engine and governance framework designed to measure the true cost and risk of AI code generation. Enforce Zero-Trust and protect Human Mastery.

Protecting tech-disadvantaged individuals from scams using the power of AI

Hybrid prompt-injection detection engine (regex · Sentinel v2 · LLM judge) — 95.1% PINT balanced accuracy. Detection core of TUP AIGSMP. Built at Apart Research Global South Hackathon 2026.

Multi-signal pandemic surveillance: attention-based signals (Google Trends, Wikipedia) decay 5-23x across COVID-19 waves but not across flu seasons. Wastewater (NWSS) is the only signal robust across the emerging-disease lifecycle. Apart Research AIxBio Hackathon submission, April 2026.

A dual-control guardrail for Vietnamese public-service, education, and healthcare chatbots (for Apart Research)