A list of all the posts and pages found on the site. For you robots out there, there is an XML version available for digesting as well.
Pages
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.
Posts
portfolio
Unified RAG pipeline for investment intelligence
Modular claim-first retrieval + grounded synthesis powering chat, memo generation, and research pages.
Few-shot medical research classifier (200k records)
Automated classification with 93% human-machine agreement and a precision-first abstention strategy.
Real-time market monitoring pipelines
Operational health monitoring to reduce incident detection time and improve reliability at infrastructure scale.
takeaways
Why Technology Alone Does Not Solve Business Problems
Published:
Technology is an enabler — value comes from aligning AI systems to users, decisions, and workflows (and measuring failure).
talks
Multi-agent Negotiation
Published:
Imagine a world where AI agents not only assist individuals in decision-making but also assist groups in resolving conflicts and reaching agreements.