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 · Current cohort
Four questions. One frontier.
The current cohort is exploring research questions 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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Previous portfolios.
Projects from earlier cohorts, grouped by the year they were worked on. Open a project with a + to launch its live demo.
Fall 2025
2 projectsA 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
Human-condition storytelling with culturally grounded digital-human avatars — short pieces produced with generative media.
#GenerativeAI#Storytelling#Media