Projects.

Structured, team-based open-source intelligence work at the University of Toronto.
Browse active projects below.

Media & Vision

Detecting AI-augmented media forgery (w/ WAT.AI).A detection tool with WAT.AI for partly AI-altered images and video, aimed at law enforcement analyst units.FULL · W26-S26
Estimating location via shadow analysis.A shadow-based geolocation tool for journalists and analysts that stays inside existing workflows, no external site hop.FULL · S26

Identity & Networks

Tracing on-chain activity from public blockchain data.On-chain tracing software for financial crime investigators, built only on public blockchain data.FULL · S26
Linking identities via username and bio similarity.Account-linking software for threat intel analysts that scores reused handles, bios, and profile details across platforms.FULL · S26

Agents & Tooling

A voice-driven agent that runs OSINT in-browser.A voice-driven OSINT agent for analysts that runs lookups in-workflow and logs every step.FULL · S26

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