cultural consulting · academic advising
Independent researcher · consultant · advocate
I help organizations protect people from sexual exploitation and human trafficking — drawing from language, learning design, and the ethics of AI.
Three capabilities, one purpose. My work bridges cultures and languages, designs and evaluates how people learn, and investigates how automated systems are used to both cause and combat harm.
The throughline in my research and work — encompassing human rights, language, learning and development, and AI ethics — is the stewardship of the tension between the human and automated meaning-making systems to protect and benefit humanity.
Most interpreters do not think about pedagogy; most AI ethicists cannot interpret across cultures. The integration of my expertise is what enables me to serve the mission below — not with three separate careers, but through one coherent praxis.
Helping people and organizations navigate where cultures, languages, and worldviews meet.
Designing how people learn — and evaluating learning outcomes.
Helping people understand AI — from a rights-based, human-centered perspective.
Advocacy against sexual exploitation and human trafficking.
This is the mission that my three capabilities converge on. Over the past year I've examined how online criminal networks weaponize AI tools and social engineering tactics to identify, groom, and recruit potential victims — and what it takes to detect and disrupt them.
Prevention and awareness training; survivor-centered, trauma-informed program and curriculum design; monitoring & evaluation for anti-trafficking programs; trauma-informed interpretation for survivors; research, policy, and advocacy; and advisory on the technology dimensions of online exploitation.
A year-long independent investigation applying red-team and purple-team security methodologies to understand how online networks use AI and social engineering against victims and survivors — the load-bearing bridge between my AI-ethics work and this mission.
Two threads — a survivor-centered commitment and a growing technical capability — built in parallel, converging on the mission.
Each project supports the work of protecting human dignity — and ultimately the fight against sexual exploitation and human trafficking.
cultural consulting · academic advising
cultural consulting
facilitation · training
research design
civic AI
portfolio presentation · self-authored
Medical interpretation and annotation work is bound by confidentiality to protect sensitive health data and intellectual property (HIPAA, NDA, GDPR). The credentials below stand as evidence of competence.
My advising and consulting work grows directly from my academic research in international education, peacebuilding and human rights, and the social dimensions of language and law.
Selected writings can be read in my Academia.edu profile, with a description of developing foci on AI, society, and human rights.