Forced Labor Structural Risk Index
An interactive index mapping the structural conditions that enable forced labor across 184 countries on a 0–1 risk scale, with national and sub-national layers.
#Traceability#Humanrights#Data
Portfolio · Live demos · Open source
Run the research.
Every project ships as an open repository — and most run live in your browser. Each subject below opens with the research question it answers: pick a title to read what it does, then press play and run it here. The four research questions driving the current cohort follow underneath.
Semester23 live · 30 shown
Theme
How can AI inform evacuation decisions?
Evacuation
How can technology support the ethical return of cultural artifacts?
Cultural heritage
How can ethical claims in supply chains be made verifiable?
Traceability
How can a community be warned early enough to act on the warning?
Early warning
How can AI help practitioners rehearse high-stakes diplomacy?
Diplomacy
How do new researchers learn to build this work, and share it openly?
Research
How can a story carry a technical risk to the people it affects?
Storytelling
Current cohort
Four questions. One frontier.
The research questions behind the catalogue above, across disaster response, cultural heritage, supply chains, and diplomacy. Open a question to see the projects exploring it, or filter by topic.
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Archive
Previous portfolios.
Projects from earlier cohorts, grouped by the year they were worked on, with their live demos, code, and reports alongside.
Fall 2025
2 projectsAI Research Question Assistant
A survey and toolkit for how AI helps researchers formulate rigorous, original research questions — finding gaps, generating candidate questions, summarizing the state of the art, and flagging contradictions, with guardrails against hallucinated citations. Ships with a reusable Copilot 'Researcher' prompt and a journal-credibility rubric.
#LLM#Research#Tooling
Spring 2025
4 projectsOnline Grooming Prevention
Repurposing existing detection technology to identify and interrupt grooming behavior in online spaces, protecting minors on platforms where predators operate.
#Onlinesafety#Childprotection#NLP
ESG Labels & Certificates Transparency
Standardizing ESG certificates and labels into a comparable, trustworthy signal so consumers can steer their behavior toward genuinely sustainable products.
#Sustainability#Consumertrust#Standardization
AI's Carbon Footprint
Measuring the energy and carbon cost of AI systems, with guidance for lower-impact, more accountable deployment.
#Sustainability#AIimpact#Policy
Generative AI for Good — Avatar Storytelling
Human-condition storytelling with culturally grounded digital-human avatars — short pieces produced with generative media.
#GenerativeAI#Storytelling#Media