I build evidence-driven AI systems that help people learn, make better decisions, and work with greater agency.
🧠 Knowledge systems — RAG, hybrid retrieval, knowledge graphs, and grounded AI experiences.
🧪 Evaluation systems — Quality gates, regression tests, error taxonomies, and human review.
🤖 Agentic workflows — Context-rich agents that research, execute, verify, and improve.
AI should strengthen human judgment and learning—not simply produce faster answers.
const nani = {
background: "Educator → AI Product Engineer",
focus: ["Knowledge", "Evaluation", "Learning"],
method: "Evidence before automation",
basedIn: "Austin, Texas",
};- Designing more reliable AI evaluation loops
- Turning repeated workflows into reusable tools
- Studying how humans learn while working with AI
🎓 Gauntlet AI alum · 👩💻 Co-founder of Las Chicas AI · 🍎 Former educator · 📍 Austin, Texas