Overview
Trustworthy LLM systems for finance and health — grounded, evaluated, and designed for real workflows.
CV
AI/ML Engineer + Researcher focused on grounded LLM systems in high-stakes domains.
Education
Degrees and programs.
Experience
Roles and impact across applied AI, LLM systems, and research.
Industry experience
Building trustworthy AI systems for finance workflows — grounded generation, evaluation, and monitoring.
Portfolio
Selected systems and applied research projects (high-level public summaries).
Publications
Peer-reviewed papers and workshop publications across LLM agents, evaluation, and applied AI.
Research experience
Trustworthy AI research across LLM evaluation, participatory design, and health applications.
Skills
Core tools and domains.
Beining's takeaway
Short essays on building trustworthy AI systems in real organisations.
Talks & Activities
A running record of talks, workshops, and community activities.
Teaching
Courses, mentoring, and educational materials.